Contexte¶
L'entreprise "Prêt à dépenser" est une société financière spécialisée dans l’octroi de crédits à la consommation. Elle cible principalement des clients ayant peu ou pas d’historique de crédit, rendant l’évaluation du risque plus complexe.
Afin d’améliorer son processus de décision et d’optimiser la gestion des risques, l’entreprise souhaite développer un outil de scoring crédit basé sur un algorithme de classification. Cet outil devra estimer la probabilité qu’un client rembourse son prêt et classer automatiquement les demandes en "crédit accordé" ou "crédit refusé".
Objectif¶
L’objectif de ce projet est de concevoir et d’évaluer un modèle de machine learning capable de prédire si un client remboursera son crédit. Le modèle exploitera des données variées :
Données socio-économiques (revenu, emploi, niveau d’éducation, etc.) Données comportementales (historique de dépenses, transactions bancaires, etc.) Informations provenant d’autres institutions financières
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# Importation des Bibliothéques
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
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# Importation des différents fichiers
application_train = pd.read_csv("application_train.csv", sep=",")
application_test = pd.read_csv("application_test.csv", sep=",")
bureau = pd.read_csv("bureau.csv", sep=",")
bureau_balance=pd.read_csv("bureau_balance.csv", sep=",")
installments_payments = pd.read_csv("installments_payments.csv", sep=",")
previous_application = pd.read_csv("previous_application.csv", sep=",")
CONCATENATION PAR AGREGATION¶
La concaténation par agrégation est une technique utilisée en traitement de données, en machine learning ou en analyse de données pour combiner des informations provenant de plusieurs sources ou de plusieurs variables en un seul ensemble de données structuré. Dans notre cas nous allons utiliser l'agrégation par la moyenne qui est une méthode simple et efficace pour résumer des données numériques. Cette derniere est particulièrement utile pour créer des caractéristiques en machine learning, simplifier l'analyse de données ou réduire la dimensionnalité
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# Fonction pour agréger toutes les colonnes numériques par la moyenne
def aggregate_mean(df, group_column, prefix):
# Sélectionner uniquement les colonnes numériques
numeric_cols = df.select_dtypes(include=['number']).columns.tolist()
# Exclure la colonne de regroupement si elle est numérique
if group_column in numeric_cols:
numeric_cols.remove(group_column)
# Agrégation des colonnes numériques par la moyenne
agg_df = df.groupby(group_column)[numeric_cols].mean().reset_index()
# Renommer les colonnes agrégées
agg_df.columns = [group_column] + [f'{prefix}_{col}_MEAN' for col in numeric_cols]
return agg_df
# Agrégation des fichiers par la moyenne
previous_agg = aggregate_mean(previous_application, 'SK_ID_CURR', 'PREV')
bureau_agg = aggregate_mean(bureau, 'SK_ID_CURR', 'BUREAU')
installments_agg = aggregate_mean(installments_payments, 'SK_ID_CURR', 'INSTALL')
# Fusionner les données agrégées avec application_train
# Conserver uniquement la colonne TARGET de application_train
target = application_train[['SK_ID_CURR', 'TARGET']] # Isoler la colonne TARGET
train_data = application_train.drop(columns=['TARGET']) # Supprimer TARGET pour éviter les duplications
# Fusionner les données agrégées
train_data = pd.merge(train_data, previous_agg, on='SK_ID_CURR', how='left')
train_data = pd.merge(train_data, bureau_agg, on='SK_ID_CURR', how='left')
train_data = pd.merge(train_data, installments_agg, on='SK_ID_CURR', how='left')
# Réintégrer la colonne TARGET
train_data = pd.merge(train_data, target, on='SK_ID_CURR', how='left')
# Fusionner les données agrégées avec application_test
test_data = pd.merge(application_test, previous_agg, on='SK_ID_CURR', how='left')
test_data = pd.merge(test_data, bureau_agg, on='SK_ID_CURR', how='left')
test_data = pd.merge(test_data, installments_agg, on='SK_ID_CURR', how='left')
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#Afficher les cinq premieres ligne
print("Train Data après agrégation :")
train_data.head()
Train Data après agrégation :
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| SK_ID_CURR | NAME_CONTRACT_TYPE | CODE_GENDER | FLAG_OWN_CAR | FLAG_OWN_REALTY | CNT_CHILDREN | AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | ... | BUREAU_DAYS_CREDIT_UPDATE_MEAN | BUREAU_AMT_ANNUITY_MEAN | INSTALL_SK_ID_PREV_MEAN | INSTALL_NUM_INSTALMENT_VERSION_MEAN | INSTALL_NUM_INSTALMENT_NUMBER_MEAN | INSTALL_DAYS_INSTALMENT_MEAN | INSTALL_DAYS_ENTRY_PAYMENT_MEAN | INSTALL_AMT_INSTALMENT_MEAN | INSTALL_AMT_PAYMENT_MEAN | TARGET | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100002 | Cash loans | M | N | Y | 0 | 202500.0 | 406597.5 | 24700.5 | 351000.0 | ... | -499.875 | 0.0 | 1.038818e+06 | 1.052632 | 10.000000 | -295.000000 | -315.421053 | 11559.247105 | 11559.247105 | 1 |
| 1 | 100003 | Cash loans | F | N | N | 0 | 270000.0 | 1293502.5 | 35698.5 | 1129500.0 | ... | -816.000 | NaN | 2.290070e+06 | 1.040000 | 5.080000 | -1378.160000 | -1385.320000 | 64754.586000 | 64754.586000 | 0 |
| 2 | 100004 | Revolving loans | M | Y | Y | 0 | 67500.0 | 135000.0 | 6750.0 | 135000.0 | ... | -532.000 | NaN | 1.564014e+06 | 1.333333 | 2.000000 | -754.000000 | -761.666667 | 7096.155000 | 7096.155000 | 0 |
| 3 | 100006 | Cash loans | F | N | Y | 0 | 135000.0 | 312682.5 | 29686.5 | 297000.0 | ... | NaN | NaN | 2.217428e+06 | 1.125000 | 4.437500 | -252.250000 | -271.625000 | 62947.088438 | 62947.088438 | 0 |
| 4 | 100007 | Cash loans | M | N | Y | 0 | 121500.0 | 513000.0 | 21865.5 | 513000.0 | ... | -783.000 | NaN | 2.048985e+06 | 1.166667 | 7.045455 | -1028.606061 | -1032.242424 | 12666.444545 | 12214.060227 | 0 |
5 rows × 162 columns
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#pip install skimpy
from skimpy import skim
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skim(train_data)
╭──────────────────────────────────────────────── skimpy summary ─────────────────────────────────────────────────╮ │ Data Summary Data Types │ │ ┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓ ┏━━━━━━━━━━━━━┳━━━━━━━┓ │ │ ┃ Dataframe ┃ Values ┃ ┃ Column Type ┃ Count ┃ │ │ ┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩ ┡━━━━━━━━━━━━━╇━━━━━━━┩ │ │ │ Number of rows │ 307511 │ │ float64 │ 105 │ │ │ │ Number of columns │ 162 │ │ int32 │ 41 │ │ │ └───────────────────┴────────┘ │ string │ 16 │ │ │ └─────────────┴───────┘ │ │ number │ │ ┏━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ │ │ ┃ column ┃ NA ┃ NA % ┃ mean ┃ sd ┃ p0 ┃ p25 ┃ p50 ┃ p75 ┃ p100 ┃ hist ┃ │ │ ┡━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ │ │ │ SK_ID_C │ 0 │ 0 │ 278200 │ 102800 │ 100000 │ 189100 │ 278200 │ 367100 │ 456300 │ ▇▇▇▇▇▇ │ │ │ │ URR │ │ │ │ │ │ │ │ │ │ │ │ │ │ CNT_CHI │ 0 │ 0 │ 0.4171 │ 0.7221 │ 0 │ 0 │ 0 │ 1 │ 19 │ ▇ │ │ │ │ LDREN │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_INC │ 0 │ 0 │ 168800 │ 237100 │ 25650 │ 112500 │ 147200 │ 202500 │ 1170000 │ ▇ │ │ │ │ OME_TOT │ │ │ │ │ │ │ │ │ 00 │ │ │ │ │ AL │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_CRE │ 0 │ 0 │ 599000 │ 402500 │ 45000 │ 270000 │ 513500 │ 808600 │ 4050000 │ ▇▃ │ │ │ │ DIT │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_ANN │ 12 │ 0.00390 │ 27110 │ 14490 │ 1616 │ 16520 │ 24900 │ 34600 │ 258000 │ ▇▁ │ │ │ │ UITY │ │ 2299429 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 9390914 │ │ │ │ │ │ │ │ │ │ │ │ AMT_GOO │ 278 │ 0.09040 │ 538400 │ 369400 │ 40500 │ 238500 │ 450000 │ 679500 │ 4050000 │ ▇▂ │ │ │ │ DS_PRIC │ │ 3270126 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ 92229 │ │ │ │ │ │ │ │ │ │ │ │ REGION_ │ 0 │ 0 │ 0.02087 │ 0.01383 │ 0.00029 │ 0.01001 │ 0.01885 │ 0.02866 │ 0.07251 │ ▇▇▇▁ ▁ │ │ │ │ POPULAT │ │ │ │ │ │ │ │ │ │ │ │ │ │ ION_REL │ │ │ │ │ │ │ │ │ │ │ │ │ │ ATIVE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_BI │ 0 │ 0 │ -16040 │ 4364 │ -25230 │ -19680 │ -15750 │ -12410 │ -7489 │ ▃▆▆▇▇▃ │ │ │ │ RTH │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_EM │ 0 │ 0 │ 63820 │ 141300 │ -17910 │ -2760 │ -1213 │ -289 │ 365200 │ ▇ ▂ │ │ │ │ PLOYED │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_RE │ 0 │ 0 │ -4986 │ 3523 │ -24670 │ -7480 │ -4504 │ -2010 │ 0 │ ▁▃▆▇ │ │ │ │ GISTRAT │ │ │ │ │ │ │ │ │ │ │ │ │ │ ION │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_ID │ 0 │ 0 │ -2994 │ 1509 │ -7197 │ -4299 │ -3254 │ -1720 │ 0 │ ▂▇▅▅▃ │ │ │ │ _PUBLIS │ │ │ │ │ │ │ │ │ │ │ │ │ │ H │ │ │ │ │ │ │ │ │ │ │ │ │ │ OWN_CAR │ 202929 │ 65.9908 │ 12.06 │ 11.94 │ 0 │ 5 │ 9 │ 15 │ 91 │ ▇▂ │ │ │ │ _AGE │ │ 1008484 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 25 │ │ │ │ │ │ │ │ │ │ │ │ FLAG_MO │ 0 │ 0 │ 1 │ 0.00180 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▇ │ │ │ │ BIL │ │ │ │ 3 │ │ │ │ │ │ │ │ │ │ FLAG_EM │ 0 │ 0 │ 0.8199 │ 0.3843 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▂ ▇ │ │ │ │ P_PHONE │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_WO │ 0 │ 0 │ 0.1994 │ 0.3995 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▂ │ │ │ │ RK_PHON │ │ │ │ │ │ │ │ │ │ │ │ │ │ E │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_CO │ 0 │ 0 │ 0.9981 │ 0.04316 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▇ │ │ │ │ NT_MOBI │ │ │ │ │ │ │ │ │ │ │ │ │ │ LE │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_PH │ 0 │ 0 │ 0.2811 │ 0.4495 │ 0 │ 0 │ 0 │ 1 │ 1 │ ▇ ▃ │ │ │ │ ONE │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_EM │ 0 │ 0 │ 0.05672 │ 0.2313 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ AIL │ │ │ │ │ │ │ │ │ │ │ │ │ │ CNT_FAM │ 2 │ 0.00065 │ 2.153 │ 0.9107 │ 1 │ 2 │ 2 │ 3 │ 20 │ ▇ │ │ │ │ _MEMBER │ │ 0383238 │ │ │ │ │ │ │ │ │ │ │ │ S │ │ 323182 │ │ │ │ │ │ │ │ │ │ │ │ REGION_ │ 0 │ 0 │ 2.052 │ 0.509 │ 1 │ 2 │ 2 │ 2 │ 3 │ ▁ ▇ ▂ │ │ │ │ RATING_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ CLIENT │ │ │ │ │ │ │ │ │ │ │ │ │ │ REGION_ │ 0 │ 0 │ 2.032 │ 0.5027 │ 1 │ 2 │ 2 │ 2 │ 3 │ ▁ ▇ ▂ │ │ │ │ RATING_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ CLIENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ W_CITY │ │ │ │ │ │ │ │ │ │ │ │ │ │ HOUR_AP │ 0 │ 0 │ 12.06 │ 3.266 │ 0 │ 10 │ 12 │ 14 │ 23 │ ▁▇▇▃ │ │ │ │ PR_PROC │ │ │ │ │ │ │ │ │ │ │ │ │ │ ESS_STA │ │ │ │ │ │ │ │ │ │ │ │ │ │ RT │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_REG │ 0 │ 0 │ 0.01514 │ 0.1221 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ ION_NOT │ │ │ │ │ │ │ │ │ │ │ │ │ │ _LIVE_R │ │ │ │ │ │ │ │ │ │ │ │ │ │ EGION │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_REG │ 0 │ 0 │ 0.05077 │ 0.2195 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ ION_NOT │ │ │ │ │ │ │ │ │ │ │ │ │ │ _WORK_R │ │ │ │ │ │ │ │ │ │ │ │ │ │ EGION │ │ │ │ │ │ │ │ │ │ │ │ │ │ LIVE_RE │ 0 │ 0 │ 0.04066 │ 0.1975 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ GION_NO │ │ │ │ │ │ │ │ │ │ │ │ │ │ T_WORK_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ REGION │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_CIT │ 0 │ 0 │ 0.07817 │ 0.2684 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ │ Y_NOT_L │ │ │ │ │ │ │ │ │ │ │ │ │ │ IVE_CIT │ │ │ │ │ │ │ │ │ │ │ │ │ │ Y │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_CIT │ 0 │ 0 │ 0.2305 │ 0.4211 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▂ │ │ │ │ Y_NOT_W │ │ │ │ │ │ │ │ │ │ │ │ │ │ ORK_CIT │ │ │ │ │ │ │ │ │ │ │ │ │ │ Y │ │ │ │ │ │ │ │ │ │ │ │ │ │ LIVE_CI │ 0 │ 0 │ 0.1796 │ 0.3838 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▂ │ │ │ │ TY_NOT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ WORK_CI │ │ │ │ │ │ │ │ │ │ │ │ │ │ TY │ │ │ │ │ │ │ │ │ │ │ │ │ │ EXT_SOU │ 173378 │ 56.3810 │ 0.5021 │ 0.2111 │ 0.01457 │ 0.334 │ 0.506 │ 0.6751 │ 0.9627 │ ▂▆▇▇▇▃ │ │ │ │ RCE_1 │ │ 7254699 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 832 │ │ │ │ │ │ │ │ │ │ │ │ EXT_SOU │ 660 │ 0.21462 │ 0.5144 │ 0.1911 │ 8.174e-0 │ 0.3925 │ 0.566 │ 0.6636 │ 0.855 │ ▁▂▃▅▇▃ │ │ │ │ RCE_2 │ │ 6468646 │ │ │ 8 │ │ │ │ │ │ │ │ │ │ │ 65003 │ │ │ │ │ │ │ │ │ │ │ │ EXT_SOU │ 60965 │ 19.8253 │ 0.5109 │ 0.1948 │ 0.000527 │ 0.3706 │ 0.5353 │ 0.6691 │ 0.896 │ ▁▃▅▇▇▃ │ │ │ │ RCE_3 │ │ 0706218 │ │ │ 3 │ │ │ │ │ │ │ │ │ │ │ 6393 │ │ │ │ │ │ │ │ │ │ │ │ APARTME │ 156061 │ 50.7497 │ 0.1174 │ 0.1082 │ 0 │ 0.0577 │ 0.0876 │ 0.1485 │ 1 │ ▇▂ │ │ │ │ NTS_AVG │ │ 2927797 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 7046 │ │ │ │ │ │ │ │ │ │ │ │ BASEMEN │ 179943 │ 58.5159 │ 0.08844 │ 0.08244 │ 0 │ 0.0442 │ 0.0763 │ 0.1122 │ 1 │ ▇▁ │ │ │ │ TAREA_A │ │ 5552679 │ │ │ │ │ │ │ │ │ │ │ │ VG │ │ 4166 │ │ │ │ │ │ │ │ │ │ │ │ YEARS_B │ 150007 │ 48.7810 │ 0.9777 │ 0.05922 │ 0 │ 0.9767 │ 0.9816 │ 0.9866 │ 1 │ ▇ │ │ │ │ EGINEXP │ │ 1921557 │ │ │ │ │ │ │ │ │ │ │ │ LUATATI │ │ 2776 │ │ │ │ │ │ │ │ │ │ │ │ ON_AVG │ │ │ │ │ │ │ │ │ │ │ │ │ │ YEARS_B │ 204488 │ 66.4977 │ 0.7525 │ 0.1133 │ 0 │ 0.6872 │ 0.7552 │ 0.8232 │ 1 │ ▂▇▃ │ │ │ │ UILD_AV │ │ 8381911 │ │ │ │ │ │ │ │ │ │ │ │ G │ │ 541 │ │ │ │ │ │ │ │ │ │ │ │ COMMONA │ 214865 │ 69.8722 │ 0.04462 │ 0.07604 │ 0 │ 0.0078 │ 0.0211 │ 0.0515 │ 1 │ ▇ │ │ │ │ REA_AVG │ │ 9725115 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 525 │ │ │ │ │ │ │ │ │ │ │ │ ELEVATO │ 163891 │ 53.2959 │ 0.07894 │ 0.1346 │ 0 │ 0 │ 0 │ 0.12 │ 1 │ ▇▁ │ │ │ │ RS_AVG │ │ 7965601 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 231 │ │ │ │ │ │ │ │ │ │ │ │ ENTRANC │ 154828 │ 50.3487 │ 0.1497 │ 0.1 │ 0 │ 0.069 │ 0.1379 │ 0.2069 │ 1 │ ▇▃ │ │ │ │ ES_AVG │ │ 6801155 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 081 │ │ │ │ │ │ │ │ │ │ │ │ FLOORSM │ 153020 │ 49.7608 │ 0.2263 │ 0.1446 │ 0 │ 0.1667 │ 0.1667 │ 0.3333 │ 1 │ ▃▇▁ │ │ │ │ AX_AVG │ │ 2156410 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 665 │ │ │ │ │ │ │ │ │ │ │ │ FLOORSM │ 208642 │ 67.8486 │ 0.2319 │ 0.1614 │ 0 │ 0.0833 │ 0.2083 │ 0.375 │ 1 │ ▆▇▅▁▁ │ │ │ │ IN_AVG │ │ 2980511 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 267 │ │ │ │ │ │ │ │ │ │ │ │ LANDARE │ 182590 │ 59.3767 │ 0.06633 │ 0.08118 │ 0 │ 0.0187 │ 0.0481 │ 0.0856 │ 1 │ ▇ │ │ │ │ A_AVG │ │ 3774271 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 4894 │ │ │ │ │ │ │ │ │ │ │ │ LIVINGA │ 210199 │ 68.3549 │ 0.1008 │ 0.09258 │ 0 │ 0.0504 │ 0.0756 │ 0.121 │ 1 │ ▇▁ │ │ │ │ PARTMEN │ │ 5315614 │ │ │ │ │ │ │ │ │ │ │ │ TS_AVG │ │ 726 │ │ │ │ │ │ │ │ │ │ │ │ LIVINGA │ 154350 │ 50.1933 │ 0.1074 │ 0.1106 │ 0 │ 0.0453 │ 0.0745 │ 0.1299 │ 1 │ ▇▁ │ │ │ │ REA_AVG │ │ 2641759 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 1564 │ │ │ │ │ │ │ │ │ │ │ │ NONLIVI │ 213514 │ 69.4329 │ 0.00880 │ 0.04773 │ 0 │ 0 │ 0 │ 0.0039 │ 1 │ ▇ │ │ │ │ NGAPART │ │ 6337366 │ 9 │ │ │ │ │ │ │ │ │ │ │ MENTS_A │ │ 793 │ │ │ │ │ │ │ │ │ │ │ │ VG │ │ │ │ │ │ │ │ │ │ │ │ │ │ NONLIVI │ 169682 │ 55.1791 │ 0.02836 │ 0.06952 │ 0 │ 0 │ 0.0036 │ 0.0277 │ 1 │ ▇ │ │ │ │ NGAREA_ │ │ 6432257 │ │ │ │ │ │ │ │ │ │ │ │ AVG │ │ 708 │ │ │ │ │ │ │ │ │ │ │ │ APARTME │ 156061 │ 50.7497 │ 0.1142 │ 0.1079 │ 0 │ 0.0525 │ 0.084 │ 0.1439 │ 1 │ ▇▁ │ │ │ │ NTS_MOD │ │ 2927797 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ 7046 │ │ │ │ │ │ │ │ │ │ │ │ BASEMEN │ 179943 │ 58.5159 │ 0.08754 │ 0.08431 │ 0 │ 0.0407 │ 0.0746 │ 0.1124 │ 1 │ ▇▁ │ │ │ │ TAREA_M │ │ 5552679 │ │ │ │ │ │ │ │ │ │ │ │ ODE │ │ 4166 │ │ │ │ │ │ │ │ │ │ │ │ YEARS_B │ 150007 │ 48.7810 │ 0.9771 │ 0.06458 │ 0 │ 0.9767 │ 0.9816 │ 0.9866 │ 1 │ ▇ │ │ │ │ EGINEXP │ │ 1921557 │ │ │ │ │ │ │ │ │ │ │ │ LUATATI │ │ 2776 │ │ │ │ │ │ │ │ │ │ │ │ ON_MODE │ │ │ │ │ │ │ │ │ │ │ │ │ │ YEARS_B │ 204488 │ 66.4977 │ 0.7596 │ 0.1101 │ 0 │ 0.6994 │ 0.7648 │ 0.8236 │ 1 │ ▂▇▃ │ │ │ │ UILD_MO │ │ 8381911 │ │ │ │ │ │ │ │ │ │ │ │ DE │ │ 541 │ │ │ │ │ │ │ │ │ │ │ │ COMMONA │ 214865 │ 69.8722 │ 0.04255 │ 0.07444 │ 0 │ 0.0072 │ 0.019 │ 0.049 │ 1 │ ▇ │ │ │ │ REA_MOD │ │ 9725115 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ 525 │ │ │ │ │ │ │ │ │ │ │ │ ELEVATO │ 163891 │ 53.2959 │ 0.07449 │ 0.1323 │ 0 │ 0 │ 0 │ 0.1208 │ 1 │ ▇▁ │ │ │ │ RS_MODE │ │ 7965601 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 231 │ │ │ │ │ │ │ │ │ │ │ │ ENTRANC │ 154828 │ 50.3487 │ 0.1452 │ 0.101 │ 0 │ 0.069 │ 0.1379 │ 0.2069 │ 1 │ ▇▃ │ │ │ │ ES_MODE │ │ 6801155 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 081 │ │ │ │ │ │ │ │ │ │ │ │ FLOORSM │ 153020 │ 49.7608 │ 0.2223 │ 0.1437 │ 0 │ 0.1667 │ 0.1667 │ 0.3333 │ 1 │ ▃▇▁ │ │ │ │ AX_MODE │ │ 2156410 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 665 │ │ │ │ │ │ │ │ │ │ │ │ FLOORSM │ 208642 │ 67.8486 │ 0.2281 │ 0.1612 │ 0 │ 0.0833 │ 0.2083 │ 0.375 │ 1 │ ▆▇▅▁▁ │ │ │ │ IN_MODE │ │ 2980511 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 267 │ │ │ │ │ │ │ │ │ │ │ │ LANDARE │ 182590 │ 59.3767 │ 0.06496 │ 0.08175 │ 0 │ 0.0166 │ 0.0458 │ 0.0841 │ 1 │ ▇ │ │ │ │ A_MODE │ │ 3774271 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 4894 │ │ │ │ │ │ │ │ │ │ │ │ LIVINGA │ 210199 │ 68.3549 │ 0.1056 │ 0.09788 │ 0 │ 0.0542 │ 0.0771 │ 0.1313 │ 1 │ ▇▁ │ │ │ │ PARTMEN │ │ 5315614 │ │ │ │ │ │ │ │ │ │ │ │ TS_MODE │ │ 726 │ │ │ │ │ │ │ │ │ │ │ │ LIVINGA │ 154350 │ 50.1933 │ 0.106 │ 0.1118 │ 0 │ 0.0427 │ 0.0731 │ 0.1252 │ 1 │ ▇▁ │ │ │ │ REA_MOD │ │ 2641759 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ 1564 │ │ │ │ │ │ │ │ │ │ │ │ NONLIVI │ 213514 │ 69.4329 │ 0.00807 │ 0.04628 │ 0 │ 0 │ 0 │ 0.0039 │ 1 │ ▇ │ │ │ │ NGAPART │ │ 6337366 │ 6 │ │ │ │ │ │ │ │ │ │ │ MENTS_M │ │ 793 │ │ │ │ │ │ │ │ │ │ │ │ ODE │ │ │ │ │ │ │ │ │ │ │ │ │ │ NONLIVI │ 169682 │ 55.1791 │ 0.02702 │ 0.07025 │ 0 │ 0 │ 0.0011 │ 0.0231 │ 1 │ ▇ │ │ │ │ NGAREA_ │ │ 6432257 │ │ │ │ │ │ │ │ │ │ │ │ MODE │ │ 708 │ │ │ │ │ │ │ │ │ │ │ │ APARTME │ 156061 │ 50.7497 │ 0.1178 │ 0.1091 │ 0 │ 0.0583 │ 0.0864 │ 0.1489 │ 1 │ ▇▁ │ │ │ │ NTS_MED │ │ 2927797 │ │ │ │ │ │ │ │ │ │ │ │ I │ │ 7046 │ │ │ │ │ │ │ │ │ │ │ │ BASEMEN │ 179943 │ 58.5159 │ 0.08795 │ 0.08218 │ 0 │ 0.0437 │ 0.0758 │ 0.1116 │ 1 │ ▇▁ │ │ │ │ TAREA_M │ │ 5552679 │ │ │ │ │ │ │ │ │ │ │ │ EDI │ │ 4166 │ │ │ │ │ │ │ │ │ │ │ │ YEARS_B │ 150007 │ 48.7810 │ 0.9778 │ 0.0599 │ 0 │ 0.9767 │ 0.9816 │ 0.9866 │ 1 │ ▇ │ │ │ │ EGINEXP │ │ 1921557 │ │ │ │ │ │ │ │ │ │ │ │ LUATATI │ │ 2776 │ │ │ │ │ │ │ │ │ │ │ │ ON_MEDI │ │ │ │ │ │ │ │ │ │ │ │ │ │ YEARS_B │ 204488 │ 66.4977 │ 0.7557 │ 0.1121 │ 0 │ 0.6914 │ 0.7585 │ 0.8256 │ 1 │ ▂▇▃ │ │ │ │ UILD_ME │ │ 8381911 │ │ │ │ │ │ │ │ │ │ │ │ DI │ │ 541 │ │ │ │ │ │ │ │ │ │ │ │ COMMONA │ 214865 │ 69.8722 │ 0.0446 │ 0.07614 │ 0 │ 0.0079 │ 0.0208 │ 0.0513 │ 1 │ ▇ │ │ │ │ REA_MED │ │ 9725115 │ │ │ │ │ │ │ │ │ │ │ │ I │ │ 525 │ │ │ │ │ │ │ │ │ │ │ │ ELEVATO │ 163891 │ 53.2959 │ 0.07808 │ 0.1345 │ 0 │ 0 │ 0 │ 0.12 │ 1 │ ▇▁ │ │ │ │ RS_MEDI │ │ 7965601 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 231 │ │ │ │ │ │ │ │ │ │ │ │ ENTRANC │ 154828 │ 50.3487 │ 0.1492 │ 0.1004 │ 0 │ 0.069 │ 0.1379 │ 0.2069 │ 1 │ ▇▃ │ │ │ │ ES_MEDI │ │ 6801155 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 081 │ │ │ │ │ │ │ │ │ │ │ │ FLOORSM │ 153020 │ 49.7608 │ 0.2259 │ 0.1451 │ 0 │ 0.1667 │ 0.1667 │ 0.3333 │ 1 │ ▃▇▁ │ │ │ │ AX_MEDI │ │ 2156410 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 665 │ │ │ │ │ │ │ │ │ │ │ │ FLOORSM │ 208642 │ 67.8486 │ 0.2316 │ 0.1619 │ 0 │ 0.0833 │ 0.2083 │ 0.375 │ 1 │ ▆▇▅▁▁ │ │ │ │ IN_MEDI │ │ 2980511 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 267 │ │ │ │ │ │ │ │ │ │ │ │ LANDARE │ 182590 │ 59.3767 │ 0.06717 │ 0.08217 │ 0 │ 0.0187 │ 0.0487 │ 0.0868 │ 1 │ ▇ │ │ │ │ A_MEDI │ │ 3774271 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 4894 │ │ │ │ │ │ │ │ │ │ │ │ LIVINGA │ 210199 │ 68.3549 │ 0.102 │ 0.09364 │ 0 │ 0.0513 │ 0.0761 │ 0.1231 │ 1 │ ▇▁ │ │ │ │ PARTMEN │ │ 5315614 │ │ │ │ │ │ │ │ │ │ │ │ TS_MEDI │ │ 726 │ │ │ │ │ │ │ │ │ │ │ │ LIVINGA │ 154350 │ 50.1933 │ 0.1086 │ 0.1123 │ 0 │ 0.0457 │ 0.0749 │ 0.1303 │ 1 │ ▇▁ │ │ │ │ REA_MED │ │ 2641759 │ │ │ │ │ │ │ │ │ │ │ │ I │ │ 1564 │ │ │ │ │ │ │ │ │ │ │ │ NONLIVI │ 213514 │ 69.4329 │ 0.00865 │ 0.04741 │ 0 │ 0 │ 0 │ 0.0039 │ 1 │ ▇ │ │ │ │ NGAPART │ │ 6337366 │ 1 │ │ │ │ │ │ │ │ │ │ │ MENTS_M │ │ 793 │ │ │ │ │ │ │ │ │ │ │ │ EDI │ │ │ │ │ │ │ │ │ │ │ │ │ │ NONLIVI │ 169682 │ 55.1791 │ 0.02824 │ 0.07017 │ 0 │ 0 │ 0.0031 │ 0.0266 │ 1 │ ▇ │ │ │ │ NGAREA_ │ │ 6432257 │ │ │ │ │ │ │ │ │ │ │ │ MEDI │ │ 708 │ │ │ │ │ │ │ │ │ │ │ │ TOTALAR │ 148431 │ 48.2685 │ 0.1025 │ 0.1075 │ 0 │ 0.0412 │ 0.0688 │ 0.1276 │ 1 │ ▇▁ │ │ │ │ EA_MODE │ │ 1722377 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 411 │ │ │ │ │ │ │ │ │ │ │ │ OBS_30_ │ 1021 │ 0.33202 │ 1.422 │ 2.401 │ 0 │ 0 │ 0 │ 2 │ 348 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DEF_30_ │ 1021 │ 0.33202 │ 0.1434 │ 0.4467 │ 0 │ 0 │ 0 │ 0 │ 34 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ OBS_60_ │ 1021 │ 0.33202 │ 1.405 │ 2.38 │ 0 │ 0 │ 0 │ 2 │ 344 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DEF_60_ │ 1021 │ 0.33202 │ 0.1 │ 0.3623 │ 0 │ 0 │ 0 │ 0 │ 24 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_LA │ 1 │ 0.00032 │ -962.9 │ 826.8 │ -4292 │ -1570 │ -757 │ -274 │ 0 │ ▁▃▃▇ │ │ │ │ ST_PHON │ │ 5191619 │ │ │ │ │ │ │ │ │ │ │ │ E_CHANG │ │ 161591 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 4.227e- │ 0.00650 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 05 │ 2 │ │ │ │ │ │ │ │ │ │ 2 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.71 │ 0.4538 │ 0 │ 0 │ 1 │ 1 │ 1 │ ▃ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 3 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 8.13e-0 │ 0.00901 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 5 │ 6 │ │ │ │ │ │ │ │ │ │ 4 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.01511 │ 0.122 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 5 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.08806 │ 0.2834 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 6 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00019 │ 0.01385 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 19 │ │ │ │ │ │ │ │ │ │ │ 7 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.08138 │ 0.2734 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 8 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00389 │ 0.06229 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 6 │ │ │ │ │ │ │ │ │ │ │ 9 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 2.276e- │ 0.00477 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 05 │ 1 │ │ │ │ │ │ │ │ │ │ 10 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00391 │ 0.06242 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 2 │ │ │ │ │ │ │ │ │ │ │ 11 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 6.504e- │ 0.00255 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 06 │ │ │ │ │ │ │ │ │ │ │ 12 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00352 │ 0.05927 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 5 │ │ │ │ │ │ │ │ │ │ │ 13 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00293 │ 0.05411 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 6 │ │ │ │ │ │ │ │ │ │ │ 14 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00121 │ 0.03476 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 15 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00992 │ 0.09914 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 8 │ │ │ │ │ │ │ │ │ │ │ 16 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00026 │ 0.01633 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 67 │ │ │ │ │ │ │ │ │ │ │ 17 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00813 │ 0.0898 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 18 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00059 │ 0.02439 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 51 │ │ │ │ │ │ │ │ │ │ │ 19 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00050 │ 0.02252 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 73 │ │ │ │ │ │ │ │ │ │ │ 20 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00033 │ 0.0183 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 49 │ │ │ │ │ │ │ │ │ │ │ 21 │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.00640 │ 0.08385 │ 0 │ 0 │ 0 │ 0 │ 4 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ 2 │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _HOUR │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.007 │ 0.1108 │ 0 │ 0 │ 0 │ 0 │ 9 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _DAY │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.03436 │ 0.2047 │ 0 │ 0 │ 0 │ 0 │ 8 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _WEEK │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.2674 │ 0.916 │ 0 │ 0 │ 0 │ 0 │ 27 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _MON │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.2655 │ 0.7941 │ 0 │ 0 │ 0 │ 0 │ 261 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _QRT │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 1.9 │ 1.869 │ 0 │ 0 │ 1 │ 3 │ 25 │ ▇▁ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _YEAR │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_SK │ 16454 │ 5.35070 │ 1916000 │ 334200 │ 1000000 │ 1721000 │ 1919000 │ 2113000 │ 2844000 │ ▁▃▇▇▃▁ │ │ │ │ _ID_PRE │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ V_MEAN │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 16871 │ 5.48630 │ 14530 │ 10010 │ 0 │ 7836 │ 11980 │ 18330 │ 300400 │ ▇ │ │ │ │ T_ANNUI │ │ 7806875 │ │ │ │ │ │ │ │ │ │ │ │ TY_MEAN │ │ 201 │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 16454 │ 5.35070 │ 154000 │ 153300 │ 0 │ 61930 │ 106000 │ 191200 │ 4050000 │ ▇ │ │ │ │ T_APPLI │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ CATION_ │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 16454 │ 5.35070 │ 170100 │ 165700 │ 0 │ 66850 │ 117400 │ 216100 │ 4050000 │ ▇ │ │ │ │ T_CREDI │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ T_MEAN │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 33906 │ 11.0259 │ 7081 │ 18420 │ -0.225 │ 0 │ 3375 │ 8282 │ 2025000 │ ▇ │ │ │ │ T_DOWN_ │ │ 4703929 │ │ │ │ │ │ │ │ │ │ │ │ PAYMENT │ │ 2904 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 17429 │ 5.66776 │ 193900 │ 192600 │ 0 │ 73560 │ 128600 │ 244900 │ 4050000 │ ▇ │ │ │ │ T_GOODS │ │ 4730367 │ │ │ │ │ │ │ │ │ │ │ │ _PRICE_ │ │ 369 │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_HO │ 16454 │ 5.35070 │ 12.66 │ 2.776 │ 0 │ 11 │ 12.75 │ 14.5 │ 23 │ ▁▅▇▂ │ │ │ │ UR_APPR │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ _PROCES │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ S_START │ │ │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_NF │ 16454 │ 5.35070 │ 0.9976 │ 0.02521 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▇ │ │ │ │ LAG_LAS │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ T_APPL_ │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ IN_DAY_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_RA │ 33906 │ 11.0259 │ 0.08192 │ 0.08952 │ -7.489e- │ 0 │ 0.06631 │ 0.1089 │ 0.9897 │ ▇▁ │ │ │ │ TE_DOWN │ │ 4703929 │ │ │ 06 │ │ │ │ │ │ │ │ │ _PAYMEN │ │ 2904 │ │ │ │ │ │ │ │ │ │ │ │ T_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_RA │ 302902 │ 98.5011 │ 0.1898 │ 0.09171 │ 0.03478 │ 0.1607 │ 0.1891 │ 0.1933 │ 1 │ ▇▁ │ │ │ │ TE_INTE │ │ 9182728 │ │ │ │ │ │ │ │ │ │ │ │ REST_PR │ │ 423 │ │ │ │ │ │ │ │ │ │ │ │ IMARY_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_RA │ 302902 │ 98.5011 │ 0.7711 │ 0.1001 │ 0.3732 │ 0.7156 │ 0.8351 │ 0.8525 │ 1 │ ▃▃▇ │ │ │ │ TE_INTE │ │ 9182728 │ │ │ │ │ │ │ │ │ │ │ │ REST_PR │ │ 423 │ │ │ │ │ │ │ │ │ │ │ │ IVILEGE │ │ │ │ │ │ │ │ │ │ │ │ │ │ D_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 16454 │ 5.35070 │ -919.6 │ 577.8 │ -2922 │ -1247 │ -789 │ -466.8 │ -2 │ ▁▁▂▅▇▆ │ │ │ │ YS_DECI │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ SION_ME │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_SE │ 16454 │ 5.35070 │ 413.1 │ 10720 │ -1 │ 23 │ 79 │ 350 │ 4000000 │ ▇ │ │ │ │ LLERPLA │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ CE_AREA │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_CN │ 16869 │ 5.48565 │ 14.53 │ 8.42 │ 0 │ 9 │ 12 │ 18 │ 72 │ ▇▇▂ │ │ │ │ T_PAYME │ │ 7423636 │ │ │ │ │ │ │ │ │ │ │ │ NT_MEAN │ │ 878 │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 343100 │ 55560 │ -2922 │ 365200 │ 365200 │ 365200 │ 365200 │ ▁▇ │ │ │ │ YS_FIRS │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ T_DRAWI │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ NG_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 11460 │ 39650 │ -2891 │ -1344 │ -831 │ -404.3 │ 365200 │ ▇ │ │ │ │ YS_FIRS │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ T_DUE_M │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 30510 │ 61240 │ -2798 │ -796.8 │ -208 │ 51270 │ 365200 │ ▇▁▁▁ │ │ │ │ YS_LAST │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ _DUE_1S │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ T_VERSI │ │ │ │ │ │ │ │ │ │ │ │ │ │ ON_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 80720 │ 107800 │ -2883 │ -838 │ -53 │ 121600 │ 365200 │ ▇▂▂▂ ▁ │ │ │ │ YS_LAST │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ _DUE_ME │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 87260 │ 110200 │ -2852 │ -737 │ 51050 │ 145800 │ 365200 │ ▇▂▂▂▁▁ │ │ │ │ YS_TERM │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ INATION │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_NF │ 17751 │ 5.77247 │ 0.2778 │ 0.3176 │ 0 │ 0 │ 0.2 │ 0.5 │ 1 │ ▇▁▂▃▁▁ │ │ │ │ LAG_INS │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ URED_ON │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ _APPROV │ │ │ │ │ │ │ │ │ │ │ │ │ │ AL_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 5891000 │ 532200 │ 5000000 │ 5424000 │ 5854000 │ 6361000 │ 6843000 │ ▇▇▇▆▇▇ │ │ │ │ SK_ID_B │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ UREAU_M │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ -1083 │ 563.3 │ -2922 │ -1434 │ -1051 │ -663.8 │ 0 │ ▁▁▅▇▇▃ │ │ │ │ DAYS_CR │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ EDIT_ME │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 1.036 │ 25.83 │ 0 │ 0 │ 0 │ 0 │ 2776 │ ▇ │ │ │ │ CREDIT_ │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ DAY_OVE │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ RDUE_ME │ │ │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 46269 │ 15.0462 │ 651.8 │ 3282 │ -41880 │ -703.5 │ -135.6 │ 602.5 │ 31200 │ ▇ │ │ │ │ DAYS_CR │ │ 9102698 │ │ │ │ │ │ │ │ │ │ │ │ EDIT_EN │ │ 7653 │ │ │ │ │ │ │ │ │ │ │ │ DDATE_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 77156 │ 25.0904 │ -970.3 │ 535.6 │ -8376 │ -1296 │ -928.4 │ -572 │ 0 │ ▂▇ │ │ │ │ DAYS_EN │ │ 8456803 │ │ │ │ │ │ │ │ │ │ │ │ DDATE_F │ │ 1712 │ │ │ │ │ │ │ │ │ │ │ │ ACT_MEA │ │ │ │ │ │ │ │ │ │ │ │ │ │ N │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 123625 │ 40.2018 │ 5242 │ 306400 │ 0 │ 0 │ 0 │ 2124 │ 1160000 │ ▇ │ │ │ │ AMT_CRE │ │ 1391885 │ │ │ │ │ │ │ 00 │ │ │ │ │ DIT_MAX │ │ 1684 │ │ │ │ │ │ │ │ │ │ │ │ _OVERDU │ │ │ │ │ │ │ │ │ │ │ │ │ │ E_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 0.00791 │ 0.06648 │ 0 │ 0 │ 0 │ 0 │ 6 │ ▇ │ │ │ │ CNT_CRE │ │ 3507549 │ 9 │ │ │ │ │ │ │ │ │ │ │ DIT_PRO │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ LONG_ME │ │ │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44021 │ 14.3152 │ 378100 │ 891700 │ 0 │ 103500 │ 195500 │ 394100 │ 1981000 │ ▇ │ │ │ │ AMT_CRE │ │ 6026711 │ │ │ │ │ │ │ 00 │ │ │ │ │ DIT_SUM │ │ 2397 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 51380 │ 16.7083 │ 160400 │ 526700 │ -1084000 │ 0 │ 44210 │ 142100 │ 4365000 │ ▇ │ │ │ │ AMT_CRE │ │ 4539252 │ │ │ │ │ │ │ 0 │ │ │ │ │ DIT_SUM │ │ 2546 │ │ │ │ │ │ │ │ │ │ │ │ _DEBT_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 65069 │ 21.1598 │ 5901 │ 30090 │ -97890 │ 0 │ 0 │ 0 │ 4500000 │ ▇ │ │ │ │ AMT_CRE │ │ 9346722 │ │ │ │ │ │ │ │ │ │ │ │ DIT_SUM │ │ 556 │ │ │ │ │ │ │ │ │ │ │ │ _LIMIT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 49.55 │ 5292 │ 0 │ 0 │ 0 │ 0 │ 1617000 │ ▇ │ │ │ │ AMT_CRE │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ DIT_SUM │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ _OVERDU │ │ │ │ │ │ │ │ │ │ │ │ │ │ E_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ -546.6 │ 453.7 │ -41890 │ -779 │ -481.8 │ -208.4 │ 14 │ ▇ │ │ │ │ DAYS_CR │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ EDIT_UP │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ DATE_ME │ │ │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 227502 │ 73.9817 │ 16050 │ 170500 │ 0 │ 242.8 │ 6494 │ 15150 │ 2728000 │ ▇ │ │ │ │ AMT_ANN │ │ 4374250 │ │ │ │ │ │ │ 0 │ │ │ │ │ UITY_ME │ │ 027 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 1903000 │ 413300 │ 1000000 │ 1602000 │ 1900000 │ 2199000 │ 2843000 │ ▃▅▇▇▅▂ │ │ │ │ _SK_ID_ │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ PREV_ME │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 1.042 │ 0.6021 │ 0 │ 1 │ 1.017 │ 1.111 │ 39 │ ▇ │ │ │ │ _NUM_IN │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ STALMEN │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ T_VERSI │ │ │ │ │ │ │ │ │ │ │ │ │ │ ON_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 9.765 │ 11.27 │ 1 │ 4.556 │ 6.045 │ 9.434 │ 138.1 │ ▇ │ │ │ │ _NUM_IN │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ STALMEN │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ T_NUMBE │ │ │ │ │ │ │ │ │ │ │ │ │ │ R_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ -909.7 │ 598.5 │ -2922 │ -1302 │ -796 │ -419 │ -3 │ ▁▃▆▇▇ │ │ │ │ _DAYS_I │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ NSTALME │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ NT_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15876 │ 5.16274 │ -921 │ 597 │ -3071 │ -1312 │ -807.6 │ -431.6 │ -3 │ ▁▃▆▇▇ │ │ │ │ _DAYS_E │ │ 2145809 │ │ │ │ │ │ │ │ │ │ │ │ NTRY_PA │ │ 4185 │ │ │ │ │ │ │ │ │ │ │ │ YMENT_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 18390 │ 23340 │ 0 │ 7800 │ 12570 │ 21380 │ 2505000 │ ▇ │ │ │ │ _AMT_IN │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ STALMEN │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ T_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15876 │ 5.16274 │ 18750 │ 25110 │ 0.189 │ 7478 │ 12230 │ 21350 │ 2505000 │ ▇ │ │ │ │ _AMT_PA │ │ 2145809 │ │ │ │ │ │ │ │ │ │ │ │ YMENT_M │ │ 4185 │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ TARGET │ 0 │ 0 │ 0.08073 │ 0.2724 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ └─────────┴────────┴─────────┴─────────┴─────────┴──────────┴─────────┴─────────┴─────────┴─────────┴────────┘ │ │ string │ │ ┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┓ │ │ ┃ ┃ ┃ ┃ ┃ ┃ ┃ ┃ chars ┃ words per ┃ total ┃ │ │ ┃ column ┃ NA ┃ NA % ┃ shortest ┃ longest ┃ min ┃ max ┃ per row ┃ row ┃ words ┃ │ │ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━┩ │ │ │ NAME_CON │ 0 │ 0 │ Cash │ Revolvin │ Cash │ Revolvin │ 10.5 │ 2 │ 615022 │ │ │ │ TRACT_TY │ │ │ loans │ g loans │ loans │ g loans │ │ │ │ │ │ │ PE │ │ │ │ │ │ │ │ │ │ │ │ │ CODE_GEN │ 0 │ 0 │ M │ XNA │ F │ XNA │ 1 │ 1 │ 307511 │ │ │ │ DER │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_OWN │ 0 │ 0 │ N │ N │ N │ Y │ 1 │ 1 │ 307511 │ │ │ │ _CAR │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_OWN │ 0 │ 0 │ Y │ Y │ N │ Y │ 1 │ 1 │ 307511 │ │ │ │ _REALTY │ │ │ │ │ │ │ │ │ │ │ │ │ NAME_TYP │ 1292 │ 0.420147 │ Family │ Spouse, │ Children │ Unaccomp │ 12.1 │ 1 │ 318131 │ │ │ │ E_SUITE │ │ 57195677 │ │ partner │ │ anied │ │ │ │ │ │ │ │ │ 555 │ │ │ │ │ │ │ │ │ │ │ NAME_INC │ 0 │ 0 │ Working │ Commerci │ Business │ Working │ 10.8 │ 1.3 │ 400836 │ │ │ │ OME_TYPE │ │ │ │ al │ man │ │ │ │ │ │ │ │ │ │ │ │ associat │ │ │ │ │ │ │ │ │ │ │ │ │ e │ │ │ │ │ │ │ │ │ NAME_EDU │ 0 │ 0 │ Lower │ Secondar │ Academic │ Secondar │ 25.3 │ 3.4 │ 1051804 │ │ │ │ CATION_T │ │ │ secondar │ y / │ degree │ y / │ │ │ │ │ │ │ YPE │ │ │ y │ secondar │ │ secondar │ │ │ │ │ │ │ │ │ │ │ y │ │ y │ │ │ │ │ │ │ │ │ │ │ special │ │ special │ │ │ │ │ │ │ NAME_FAM │ 0 │ 0 │ Widow │ Single / │ Civil │ Widow │ 9.62 │ 1.5 │ 473618 │ │ │ │ ILY_STAT │ │ │ │ not │ marriage │ │ │ │ │ │ │ │ US │ │ │ │ married │ │ │ │ │ │ │ │ │ NAME_HOU │ 0 │ 0 │ With │ Municipa │ Co-op │ With │ 16.8 │ 2.9 │ 887890 │ │ │ │ SING_TYP │ │ │ parents │ l │ apartmen │ parents │ │ │ │ │ │ │ E │ │ │ │ apartmen │ t │ │ │ │ │ │ │ │ │ │ │ │ t │ │ │ │ │ │ │ │ │ OCCUPATI │ 96391 │ 31.34554 │ Drivers │ Private │ Accounta │ Waiters/ │ 10.6 │ 1.1 │ 341374 │ │ │ │ ON_TYPE │ │ 53626049 │ │ service │ nts │ barmen │ │ │ │ │ │ │ │ │ 16 │ │ staff │ │ staff │ │ │ │ │ │ │ WEEKDAY_ │ 0 │ 0 │ MONDAY │ WEDNESDA │ FRIDAY │ WEDNESDA │ 7.23 │ 1 │ 307511 │ │ │ │ APPR_PRO │ │ │ │ Y │ │ Y │ │ │ │ │ │ │ CESS_STA │ │ │ │ │ │ │ │ │ │ │ │ │ RT │ │ │ │ │ │ │ │ │ │ │ │ │ ORGANIZA │ 0 │ 0 │ XNA │ Business │ Advertis │ XNA │ 12.5 │ 2.1 │ 638609 │ │ │ │ TION_TYP │ │ │ │ Entity │ ing │ │ │ │ │ │ │ │ E │ │ │ │ Type 3 │ │ │ │ │ │ │ │ │ FONDKAPR │ 210295 │ 68.38617 │ not │ reg oper │ not │ reg oper │ 16.4 │ 0.97 │ 298041 │ │ │ │ EMONT_MO │ │ 15515867 │ specifie │ spec │ specifie │ spec │ │ │ │ │ │ │ DE │ │ 7 │ d │ account │ d │ account │ │ │ │ │ │ │ HOUSETYP │ 154297 │ 50.17609 │ block of │ specific │ block of │ terraced │ 14 │ 1.5 │ 456931 │ │ │ │ E_MODE │ │ 1261776 │ flats │ housing │ flats │ house │ │ │ │ │ │ │ WALLSMAT │ 156341 │ 50.84078 │ Block │ Stone, │ Block │ Wooden │ 8.11 │ 0.7 │ 215985 │ │ │ │ ERIAL_MO │ │ 29313423 │ │ brick │ │ │ │ │ │ │ │ │ DE │ │ │ │ │ │ │ │ │ │ │ │ │ EMERGENC │ 145755 │ 47.39830 │ No │ Yes │ No │ Yes │ 2.01 │ 0.53 │ 161756 │ │ │ │ YSTATE_M │ │ 44508976 │ │ │ │ │ │ │ │ │ │ │ ODE │ │ 9 │ │ │ │ │ │ │ │ │ │ └──────────┴────────┴──────────┴──────────┴──────────┴──────────┴──────────┴──────────┴───────────┴──────────┘ │ ╰────────────────────────────────────────────────────── End ──────────────────────────────────────────────────────╯
On peut noter a travers le tableau ci dessus, que le package skim,nous avons une vision plus affrondis sur la distribution de notre dataset que le fonction describe() de pandas avec seulement une seule ligne de code
- En plus nous avons une idée sur la répartion du dataset en terme de type et en terme de valeurs manquantes
In [ ]:
print("Test Data après agrégation :")
test_data.head()
Test Data après agrégation :
Out[ ]:
| SK_ID_CURR | NAME_CONTRACT_TYPE | CODE_GENDER | FLAG_OWN_CAR | FLAG_OWN_REALTY | CNT_CHILDREN | AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | ... | BUREAU_AMT_CREDIT_SUM_OVERDUE_MEAN | BUREAU_DAYS_CREDIT_UPDATE_MEAN | BUREAU_AMT_ANNUITY_MEAN | INSTALL_SK_ID_PREV_MEAN | INSTALL_NUM_INSTALMENT_VERSION_MEAN | INSTALL_NUM_INSTALMENT_NUMBER_MEAN | INSTALL_DAYS_INSTALMENT_MEAN | INSTALL_DAYS_ENTRY_PAYMENT_MEAN | INSTALL_AMT_INSTALMENT_MEAN | INSTALL_AMT_PAYMENT_MEAN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100001 | Cash loans | F | N | Y | 0 | 135000.0 | 568800.0 | 20560.5 | 450000.0 | ... | 0.0 | -93.142857 | 3545.357143 | 1.576389e+06 | 1.142857 | 2.714286 | -2187.714286 | -2195.000000 | 5885.132143 | 5885.132143 |
| 1 | 100005 | Cash loans | M | N | Y | 0 | 99000.0 | 222768.0 | 17370.0 | 180000.0 | ... | 0.0 | -54.333333 | 1420.500000 | 2.495675e+06 | 1.111111 | 5.000000 | -586.000000 | -609.555556 | 6240.205000 | 6240.205000 |
| 2 | 100013 | Cash loans | M | Y | Y | 0 | 202500.0 | 663264.0 | 69777.0 | 630000.0 | ... | 0.0 | -775.500000 | 0.000000 | 1.911853e+06 | 0.277419 | 43.729032 | -1352.929032 | -1358.109677 | 10897.898516 | 9740.235774 |
| 3 | 100028 | Cash loans | F | N | Y | 2 | 315000.0 | 1575000.0 | 49018.5 | 1575000.0 | ... | 0.0 | -651.500000 | 3012.010714 | 2.115491e+06 | 0.460177 | 30.504425 | -855.548673 | -858.548673 | 4979.282257 | 4356.731549 |
| 4 | 100038 | Cash loans | M | Y | N | 1 | 180000.0 | 625500.0 | 32067.0 | 625500.0 | ... | NaN | NaN | NaN | 2.327930e+06 | 1.000000 | 6.500000 | -622.000000 | -634.250000 | 11100.337500 | 11100.337500 |
5 rows × 161 columns
LISTE DES VALEURS MANQUANTES ET ABERRANTES AU NIVEAU DE LA VARIABLE DU Train_data¶
In [ ]:
# Somme total des valeurs manquantes
train_data.isnull().sum()
Out[ ]:
SK_ID_CURR 0
NAME_CONTRACT_TYPE 0
CODE_GENDER 0
FLAG_OWN_CAR 0
FLAG_OWN_REALTY 0
...
INSTALL_DAYS_INSTALMENT_MEAN 15868
INSTALL_DAYS_ENTRY_PAYMENT_MEAN 15876
INSTALL_AMT_INSTALMENT_MEAN 15868
INSTALL_AMT_PAYMENT_MEAN 15876
TARGET 0
Length: 162, dtype: int64
In [ ]:
# Verification des valeurs manquantes sur 10 lignes
train_data.isnull().head(10)
Out[ ]:
| SK_ID_CURR | NAME_CONTRACT_TYPE | CODE_GENDER | FLAG_OWN_CAR | FLAG_OWN_REALTY | CNT_CHILDREN | AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | ... | BUREAU_DAYS_CREDIT_UPDATE_MEAN | BUREAU_AMT_ANNUITY_MEAN | INSTALL_SK_ID_PREV_MEAN | INSTALL_NUM_INSTALMENT_VERSION_MEAN | INSTALL_NUM_INSTALMENT_NUMBER_MEAN | INSTALL_DAYS_INSTALMENT_MEAN | INSTALL_DAYS_ENTRY_PAYMENT_MEAN | INSTALL_AMT_INSTALMENT_MEAN | INSTALL_AMT_PAYMENT_MEAN | TARGET | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | False | False | False | False | False | False | False | False | False | False | ... | False | False | False | False | False | False | False | False | False | False |
| 1 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 2 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 3 | False | False | False | False | False | False | False | False | False | False | ... | True | True | False | False | False | False | False | False | False | False |
| 4 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 5 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 6 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 7 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 8 | False | False | False | False | False | False | False | False | False | False | ... | False | True | False | False | False | False | False | False | False | False |
| 9 | False | False | False | False | False | False | False | False | False | False | ... | True | True | False | False | False | False | False | False | False | False |
10 rows × 162 columns
In [ ]:
# Proportion de repartion des données en fonction des differents type
train_data.dtypes.value_counts().plot.pie()
Out[ ]:
<Axes: ylabel='count'>
In [ ]:
train_data.select_dtypes("int64")
Out[ ]:
| SK_ID_CURR | CNT_CHILDREN | DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | FLAG_MOBIL | FLAG_EMP_PHONE | FLAG_WORK_PHONE | FLAG_CONT_MOBILE | FLAG_PHONE | ... | FLAG_DOCUMENT_13 | FLAG_DOCUMENT_14 | FLAG_DOCUMENT_15 | FLAG_DOCUMENT_16 | FLAG_DOCUMENT_17 | FLAG_DOCUMENT_18 | FLAG_DOCUMENT_19 | FLAG_DOCUMENT_20 | FLAG_DOCUMENT_21 | TARGET | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100002 | 0 | -9461 | -637 | -2120 | 1 | 1 | 0 | 1 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1 | 100003 | 0 | -16765 | -1188 | -291 | 1 | 1 | 0 | 1 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 100004 | 0 | -19046 | -225 | -2531 | 1 | 1 | 1 | 1 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 100006 | 0 | -19005 | -3039 | -2437 | 1 | 1 | 0 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 100007 | 0 | -19932 | -3038 | -3458 | 1 | 1 | 0 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 307506 | 456251 | 0 | -9327 | -236 | -1982 | 1 | 1 | 0 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 307507 | 456252 | 0 | -20775 | 365243 | -4090 | 1 | 0 | 0 | 1 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 307508 | 456253 | 0 | -14966 | -7921 | -5150 | 1 | 1 | 0 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 307509 | 456254 | 0 | -11961 | -4786 | -931 | 1 | 1 | 0 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 307510 | 456255 | 0 | -16856 | -1262 | -410 | 1 | 1 | 1 | 1 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
307511 rows × 41 columns
In [ ]:
train_data.select_dtypes("float64")
Out[ ]:
| AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | REGION_POPULATION_RELATIVE | DAYS_REGISTRATION | OWN_CAR_AGE | CNT_FAM_MEMBERS | EXT_SOURCE_1 | EXT_SOURCE_2 | ... | BUREAU_AMT_CREDIT_SUM_OVERDUE_MEAN | BUREAU_DAYS_CREDIT_UPDATE_MEAN | BUREAU_AMT_ANNUITY_MEAN | INSTALL_SK_ID_PREV_MEAN | INSTALL_NUM_INSTALMENT_VERSION_MEAN | INSTALL_NUM_INSTALMENT_NUMBER_MEAN | INSTALL_DAYS_INSTALMENT_MEAN | INSTALL_DAYS_ENTRY_PAYMENT_MEAN | INSTALL_AMT_INSTALMENT_MEAN | INSTALL_AMT_PAYMENT_MEAN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 202500.0 | 406597.5 | 24700.5 | 351000.0 | 0.018801 | -3648.0 | NaN | 1.0 | 0.083037 | 0.262949 | ... | 0.0 | -499.875000 | 0.0 | 1.038818e+06 | 1.052632 | 10.000000 | -295.000000 | -315.421053 | 11559.247105 | 11559.247105 |
| 1 | 270000.0 | 1293502.5 | 35698.5 | 1129500.0 | 0.003541 | -1186.0 | NaN | 2.0 | 0.311267 | 0.622246 | ... | 0.0 | -816.000000 | NaN | 2.290070e+06 | 1.040000 | 5.080000 | -1378.160000 | -1385.320000 | 64754.586000 | 64754.586000 |
| 2 | 67500.0 | 135000.0 | 6750.0 | 135000.0 | 0.010032 | -4260.0 | 26.0 | 1.0 | NaN | 0.555912 | ... | 0.0 | -532.000000 | NaN | 1.564014e+06 | 1.333333 | 2.000000 | -754.000000 | -761.666667 | 7096.155000 | 7096.155000 |
| 3 | 135000.0 | 312682.5 | 29686.5 | 297000.0 | 0.008019 | -9833.0 | NaN | 2.0 | NaN | 0.650442 | ... | NaN | NaN | NaN | 2.217428e+06 | 1.125000 | 4.437500 | -252.250000 | -271.625000 | 62947.088438 | 62947.088438 |
| 4 | 121500.0 | 513000.0 | 21865.5 | 513000.0 | 0.028663 | -4311.0 | NaN | 1.0 | NaN | 0.322738 | ... | 0.0 | -783.000000 | NaN | 2.048985e+06 | 1.166667 | 7.045455 | -1028.606061 | -1032.242424 | 12666.444545 | 12214.060227 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 307506 | 157500.0 | 254700.0 | 27558.0 | 225000.0 | 0.032561 | -8456.0 | NaN | 1.0 | 0.145570 | 0.681632 | ... | NaN | NaN | NaN | 2.248017e+06 | 1.142857 | 4.000000 | -120.000000 | -156.285714 | 7492.924286 | 7492.924286 |
| 307507 | 72000.0 | 269550.0 | 12001.5 | 225000.0 | 0.025164 | -4388.0 | NaN | 1.0 | NaN | 0.115992 | ... | NaN | NaN | NaN | 1.503599e+06 | 1.000000 | 3.500000 | -2391.000000 | -2393.833333 | 10069.867500 | 10069.867500 |
| 307508 | 153000.0 | 677664.0 | 29979.0 | 585000.0 | 0.005002 | -6737.0 | NaN | 1.0 | 0.744026 | 0.535722 | ... | 0.0 | -253.250000 | 58369.5 | 1.753310e+06 | 1.000000 | 4.785714 | -2372.928571 | -2387.428571 | 4399.707857 | 4115.915357 |
| 307509 | 171000.0 | 370107.0 | 20205.0 | 319500.0 | 0.005313 | -2562.0 | NaN | 2.0 | NaN | 0.514163 | ... | 0.0 | -401.000000 | 0.0 | 1.898777e+06 | 1.000000 | 5.263158 | -142.263158 | -161.263158 | 10239.832895 | 10239.832895 |
| 307510 | 157500.0 | 675000.0 | 49117.5 | 675000.0 | 0.046220 | -5128.0 | NaN | 2.0 | 0.734460 | 0.708569 | ... | 0.0 | -531.090909 | 1081.5 | 1.969824e+06 | 1.824324 | 8.851351 | -463.945946 | -472.013514 | 41464.713649 | 47646.215878 |
307511 rows × 105 columns
In [ ]:
train_data.select_dtypes("object")
Out[ ]:
| NAME_CONTRACT_TYPE | CODE_GENDER | FLAG_OWN_CAR | FLAG_OWN_REALTY | NAME_TYPE_SUITE | NAME_INCOME_TYPE | NAME_EDUCATION_TYPE | NAME_FAMILY_STATUS | NAME_HOUSING_TYPE | OCCUPATION_TYPE | WEEKDAY_APPR_PROCESS_START | ORGANIZATION_TYPE | FONDKAPREMONT_MODE | HOUSETYPE_MODE | WALLSMATERIAL_MODE | EMERGENCYSTATE_MODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Cash loans | M | N | Y | Unaccompanied | Working | Secondary / secondary special | Single / not married | House / apartment | Laborers | WEDNESDAY | Business Entity Type 3 | reg oper account | block of flats | Stone, brick | No |
| 1 | Cash loans | F | N | N | Family | State servant | Higher education | Married | House / apartment | Core staff | MONDAY | School | reg oper account | block of flats | Block | No |
| 2 | Revolving loans | M | Y | Y | Unaccompanied | Working | Secondary / secondary special | Single / not married | House / apartment | Laborers | MONDAY | Government | NaN | NaN | NaN | NaN |
| 3 | Cash loans | F | N | Y | Unaccompanied | Working | Secondary / secondary special | Civil marriage | House / apartment | Laborers | WEDNESDAY | Business Entity Type 3 | NaN | NaN | NaN | NaN |
| 4 | Cash loans | M | N | Y | Unaccompanied | Working | Secondary / secondary special | Single / not married | House / apartment | Core staff | THURSDAY | Religion | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 307506 | Cash loans | M | N | N | Unaccompanied | Working | Secondary / secondary special | Separated | With parents | Sales staff | THURSDAY | Services | reg oper account | block of flats | Stone, brick | No |
| 307507 | Cash loans | F | N | Y | Unaccompanied | Pensioner | Secondary / secondary special | Widow | House / apartment | NaN | MONDAY | XNA | reg oper account | block of flats | Stone, brick | No |
| 307508 | Cash loans | F | N | Y | Unaccompanied | Working | Higher education | Separated | House / apartment | Managers | THURSDAY | School | reg oper account | block of flats | Panel | No |
| 307509 | Cash loans | F | N | Y | Unaccompanied | Commercial associate | Secondary / secondary special | Married | House / apartment | Laborers | WEDNESDAY | Business Entity Type 1 | NaN | block of flats | Stone, brick | No |
| 307510 | Cash loans | F | N | N | Unaccompanied | Commercial associate | Higher education | Married | House / apartment | Laborers | THURSDAY | Business Entity Type 3 | NaN | block of flats | Panel | No |
307511 rows × 16 columns
In [ ]:
# Affiche uniquement les colonnes avec au moins une valeur manquante
missing_values = train_data.isnull().sum()
print(missing_values[missing_values > 0])
AMT_ANNUITY 12
AMT_GOODS_PRICE 278
NAME_TYPE_SUITE 1292
OWN_CAR_AGE 202929
OCCUPATION_TYPE 96391
...
INSTALL_NUM_INSTALMENT_NUMBER_MEAN 15868
INSTALL_DAYS_INSTALMENT_MEAN 15868
INSTALL_DAYS_ENTRY_PAYMENT_MEAN 15876
INSTALL_AMT_INSTALMENT_MEAN 15868
INSTALL_AMT_PAYMENT_MEAN 15876
Length: 107, dtype: int64
In [ ]:
# Affiche le nombre de valeurs manquantes pour chaque colonne
missing_values = train_data.isnull().sum()
print(missing_values)
SK_ID_CURR 0
NAME_CONTRACT_TYPE 0
CODE_GENDER 0
FLAG_OWN_CAR 0
FLAG_OWN_REALTY 0
...
INSTALL_DAYS_INSTALMENT_MEAN 15868
INSTALL_DAYS_ENTRY_PAYMENT_MEAN 15876
INSTALL_AMT_INSTALMENT_MEAN 15868
INSTALL_AMT_PAYMENT_MEAN 15876
TARGET 0
Length: 162, dtype: int64
In [ ]:
#Valeurs manquante par pourcentage
missing_percentages = train_data.isnull().sum() / train_data.shape[0] * 100
missing_percentages[missing_percentages>20]
Out[ ]:
OWN_CAR_AGE 65.990810 OCCUPATION_TYPE 31.345545 EXT_SOURCE_1 56.381073 APARTMENTS_AVG 50.749729 BASEMENTAREA_AVG 58.515956 YEARS_BEGINEXPLUATATION_AVG 48.781019 YEARS_BUILD_AVG 66.497784 COMMONAREA_AVG 69.872297 ELEVATORS_AVG 53.295980 ENTRANCES_AVG 50.348768 FLOORSMAX_AVG 49.760822 FLOORSMIN_AVG 67.848630 LANDAREA_AVG 59.376738 LIVINGAPARTMENTS_AVG 68.354953 LIVINGAREA_AVG 50.193326 NONLIVINGAPARTMENTS_AVG 69.432963 NONLIVINGAREA_AVG 55.179164 APARTMENTS_MODE 50.749729 BASEMENTAREA_MODE 58.515956 YEARS_BEGINEXPLUATATION_MODE 48.781019 YEARS_BUILD_MODE 66.497784 COMMONAREA_MODE 69.872297 ELEVATORS_MODE 53.295980 ENTRANCES_MODE 50.348768 FLOORSMAX_MODE 49.760822 FLOORSMIN_MODE 67.848630 LANDAREA_MODE 59.376738 LIVINGAPARTMENTS_MODE 68.354953 LIVINGAREA_MODE 50.193326 NONLIVINGAPARTMENTS_MODE 69.432963 NONLIVINGAREA_MODE 55.179164 APARTMENTS_MEDI 50.749729 BASEMENTAREA_MEDI 58.515956 YEARS_BEGINEXPLUATATION_MEDI 48.781019 YEARS_BUILD_MEDI 66.497784 COMMONAREA_MEDI 69.872297 ELEVATORS_MEDI 53.295980 ENTRANCES_MEDI 50.348768 FLOORSMAX_MEDI 49.760822 FLOORSMIN_MEDI 67.848630 LANDAREA_MEDI 59.376738 LIVINGAPARTMENTS_MEDI 68.354953 LIVINGAREA_MEDI 50.193326 NONLIVINGAPARTMENTS_MEDI 69.432963 NONLIVINGAREA_MEDI 55.179164 FONDKAPREMONT_MODE 68.386172 HOUSETYPE_MODE 50.176091 TOTALAREA_MODE 48.268517 WALLSMATERIAL_MODE 50.840783 EMERGENCYSTATE_MODE 47.398304 PREV_RATE_INTEREST_PRIMARY_MEAN 98.501192 PREV_RATE_INTEREST_PRIVILEGED_MEAN 98.501192 BUREAU_DAYS_ENDDATE_FACT_MEAN 25.090485 BUREAU_AMT_CREDIT_MAX_OVERDUE_MEAN 40.201814 BUREAU_AMT_CREDIT_SUM_LIMIT_MEAN 21.159893 BUREAU_AMT_ANNUITY_MEAN 73.981744 dtype: float64
In [ ]:
# Suppression des colonnes ayant plus de 20% des valeurs manquantes
colonnes_a_supp = missing_percentages[missing_percentages > 20].index
train_data = train_data.drop(columns=colonnes_a_supp)
In [ ]:
train_data.shape
Out[ ]:
(307511, 106)
Après supprimer des colonne contenant au plus 20% de valeurs manquantes, le nombre de colonne passe de 162 à 106
In [ ]:
train_data.head(10)
Out[ ]:
| SK_ID_CURR | NAME_CONTRACT_TYPE | CODE_GENDER | FLAG_OWN_CAR | FLAG_OWN_REALTY | CNT_CHILDREN | AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | ... | BUREAU_AMT_CREDIT_SUM_OVERDUE_MEAN | BUREAU_DAYS_CREDIT_UPDATE_MEAN | INSTALL_SK_ID_PREV_MEAN | INSTALL_NUM_INSTALMENT_VERSION_MEAN | INSTALL_NUM_INSTALMENT_NUMBER_MEAN | INSTALL_DAYS_INSTALMENT_MEAN | INSTALL_DAYS_ENTRY_PAYMENT_MEAN | INSTALL_AMT_INSTALMENT_MEAN | INSTALL_AMT_PAYMENT_MEAN | TARGET | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100002 | Cash loans | M | N | Y | 0 | 202500.0 | 406597.5 | 24700.5 | 351000.0 | ... | 0.0 | -499.875000 | 1.038818e+06 | 1.052632 | 10.000000 | -295.000000 | -315.421053 | 11559.247105 | 11559.247105 | 1 |
| 1 | 100003 | Cash loans | F | N | N | 0 | 270000.0 | 1293502.5 | 35698.5 | 1129500.0 | ... | 0.0 | -816.000000 | 2.290070e+06 | 1.040000 | 5.080000 | -1378.160000 | -1385.320000 | 64754.586000 | 64754.586000 | 0 |
| 2 | 100004 | Revolving loans | M | Y | Y | 0 | 67500.0 | 135000.0 | 6750.0 | 135000.0 | ... | 0.0 | -532.000000 | 1.564014e+06 | 1.333333 | 2.000000 | -754.000000 | -761.666667 | 7096.155000 | 7096.155000 | 0 |
| 3 | 100006 | Cash loans | F | N | Y | 0 | 135000.0 | 312682.5 | 29686.5 | 297000.0 | ... | NaN | NaN | 2.217428e+06 | 1.125000 | 4.437500 | -252.250000 | -271.625000 | 62947.088438 | 62947.088438 | 0 |
| 4 | 100007 | Cash loans | M | N | Y | 0 | 121500.0 | 513000.0 | 21865.5 | 513000.0 | ... | 0.0 | -783.000000 | 2.048985e+06 | 1.166667 | 7.045455 | -1028.606061 | -1032.242424 | 12666.444545 | 12214.060227 | 0 |
| 5 | 100008 | Cash loans | M | N | Y | 0 | 99000.0 | 490495.5 | 27517.5 | 454500.0 | ... | 0.0 | -611.000000 | 2.034127e+06 | 1.028571 | 5.057143 | -1263.914286 | -1237.800000 | 27702.964286 | 27360.502714 | 0 |
| 6 | 100009 | Cash loans | F | Y | Y | 1 | 171000.0 | 1560726.0 | 41301.0 | 1395000.0 | ... | 0.0 | -851.611111 | 1.635566e+06 | 1.000000 | 4.549020 | -855.823529 | -864.411765 | 9568.531765 | 9568.531765 | 0 |
| 7 | 100010 | Cash loans | M | Y | Y | 0 | 360000.0 | 1530000.0 | 42075.0 | 1530000.0 | ... | 0.0 | -578.000000 | 2.349489e+06 | 1.000000 | 5.500000 | -904.000000 | -915.900000 | 27449.208000 | 27449.208000 | 0 |
| 8 | 100011 | Cash loans | F | N | Y | 0 | 112500.0 | 1019610.0 | 33826.5 | 913500.0 | ... | 0.0 | -1454.750000 | 2.060005e+06 | 0.415385 | 28.446154 | -1154.061538 | -1150.923077 | 13575.715615 | 11328.893654 | 0 |
| 9 | 100012 | Revolving loans | M | N | Y | 0 | 135000.0 | 405000.0 | 20250.0 | 405000.0 | ... | NaN | NaN | 2.268055e+06 | 2.000000 | 9.041667 | -665.000000 | -690.312500 | 9584.503125 | 10451.285625 | 0 |
10 rows × 106 columns
In [ ]:
# Summary du nouveau dataFrame apres suppression de quelques colonnes
skim(train_data)
╭──────────────────────────────────────────────── skimpy summary ─────────────────────────────────────────────────╮ │ Data Summary Data Types │ │ ┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓ ┏━━━━━━━━━━━━━┳━━━━━━━┓ │ │ ┃ Dataframe ┃ Values ┃ ┃ Column Type ┃ Count ┃ │ │ ┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩ ┡━━━━━━━━━━━━━╇━━━━━━━┩ │ │ │ Number of rows │ 307511 │ │ float64 │ 54 │ │ │ │ Number of columns │ 106 │ │ int32 │ 41 │ │ │ └───────────────────┴────────┘ │ string │ 11 │ │ │ └─────────────┴───────┘ │ │ number │ │ ┏━━━━━━━━━┳━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ │ │ ┃ column ┃ NA ┃ NA % ┃ mean ┃ sd ┃ p0 ┃ p25 ┃ p50 ┃ p75 ┃ p100 ┃ hist ┃ │ │ ┡━━━━━━━━━╇━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ │ │ │ SK_ID_C │ 0 │ 0 │ 278200 │ 102800 │ 100000 │ 189100 │ 278200 │ 367100 │ 456300 │ ▇▇▇▇▇▇ │ │ │ │ URR │ │ │ │ │ │ │ │ │ │ │ │ │ │ CNT_CHI │ 0 │ 0 │ 0.4171 │ 0.7221 │ 0 │ 0 │ 0 │ 1 │ 19 │ ▇ │ │ │ │ LDREN │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_INC │ 0 │ 0 │ 168800 │ 237100 │ 25650 │ 112500 │ 147200 │ 202500 │ 1170000 │ ▇ │ │ │ │ OME_TOT │ │ │ │ │ │ │ │ │ 00 │ │ │ │ │ AL │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_CRE │ 0 │ 0 │ 599000 │ 402500 │ 45000 │ 270000 │ 513500 │ 808600 │ 4050000 │ ▇▃ │ │ │ │ DIT │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_ANN │ 12 │ 0.00390 │ 27110 │ 14490 │ 1616 │ 16520 │ 24900 │ 34600 │ 258000 │ ▇▁ │ │ │ │ UITY │ │ 2299429 │ │ │ │ │ │ │ │ │ │ │ │ │ │ 9390914 │ │ │ │ │ │ │ │ │ │ │ │ AMT_GOO │ 278 │ 0.09040 │ 538400 │ 369400 │ 40500 │ 238500 │ 450000 │ 679500 │ 4050000 │ ▇▂ │ │ │ │ DS_PRIC │ │ 3270126 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ 92229 │ │ │ │ │ │ │ │ │ │ │ │ REGION_ │ 0 │ 0 │ 0.02087 │ 0.01383 │ 0.00029 │ 0.01001 │ 0.01885 │ 0.02866 │ 0.07251 │ ▇▇▇▁ ▁ │ │ │ │ POPULAT │ │ │ │ │ │ │ │ │ │ │ │ │ │ ION_REL │ │ │ │ │ │ │ │ │ │ │ │ │ │ ATIVE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_BI │ 0 │ 0 │ -16040 │ 4364 │ -25230 │ -19680 │ -15750 │ -12410 │ -7489 │ ▃▆▆▇▇▃ │ │ │ │ RTH │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_EM │ 0 │ 0 │ 63820 │ 141300 │ -17910 │ -2760 │ -1213 │ -289 │ 365200 │ ▇ ▂ │ │ │ │ PLOYED │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_RE │ 0 │ 0 │ -4986 │ 3523 │ -24670 │ -7480 │ -4504 │ -2010 │ 0 │ ▁▃▆▇ │ │ │ │ GISTRAT │ │ │ │ │ │ │ │ │ │ │ │ │ │ ION │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_ID │ 0 │ 0 │ -2994 │ 1509 │ -7197 │ -4299 │ -3254 │ -1720 │ 0 │ ▂▇▅▅▃ │ │ │ │ _PUBLIS │ │ │ │ │ │ │ │ │ │ │ │ │ │ H │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_MO │ 0 │ 0 │ 1 │ 0.00180 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▇ │ │ │ │ BIL │ │ │ │ 3 │ │ │ │ │ │ │ │ │ │ FLAG_EM │ 0 │ 0 │ 0.8199 │ 0.3843 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▂ ▇ │ │ │ │ P_PHONE │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_WO │ 0 │ 0 │ 0.1994 │ 0.3995 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▂ │ │ │ │ RK_PHON │ │ │ │ │ │ │ │ │ │ │ │ │ │ E │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_CO │ 0 │ 0 │ 0.9981 │ 0.04316 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▇ │ │ │ │ NT_MOBI │ │ │ │ │ │ │ │ │ │ │ │ │ │ LE │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_PH │ 0 │ 0 │ 0.2811 │ 0.4495 │ 0 │ 0 │ 0 │ 1 │ 1 │ ▇ ▃ │ │ │ │ ONE │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_EM │ 0 │ 0 │ 0.05672 │ 0.2313 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ AIL │ │ │ │ │ │ │ │ │ │ │ │ │ │ CNT_FAM │ 2 │ 0.00065 │ 2.153 │ 0.9107 │ 1 │ 2 │ 2 │ 3 │ 20 │ ▇ │ │ │ │ _MEMBER │ │ 0383238 │ │ │ │ │ │ │ │ │ │ │ │ S │ │ 323182 │ │ │ │ │ │ │ │ │ │ │ │ REGION_ │ 0 │ 0 │ 2.052 │ 0.509 │ 1 │ 2 │ 2 │ 2 │ 3 │ ▁ ▇ ▂ │ │ │ │ RATING_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ CLIENT │ │ │ │ │ │ │ │ │ │ │ │ │ │ REGION_ │ 0 │ 0 │ 2.032 │ 0.5027 │ 1 │ 2 │ 2 │ 2 │ 3 │ ▁ ▇ ▂ │ │ │ │ RATING_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ CLIENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ W_CITY │ │ │ │ │ │ │ │ │ │ │ │ │ │ HOUR_AP │ 0 │ 0 │ 12.06 │ 3.266 │ 0 │ 10 │ 12 │ 14 │ 23 │ ▁▇▇▃ │ │ │ │ PR_PROC │ │ │ │ │ │ │ │ │ │ │ │ │ │ ESS_STA │ │ │ │ │ │ │ │ │ │ │ │ │ │ RT │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_REG │ 0 │ 0 │ 0.01514 │ 0.1221 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ ION_NOT │ │ │ │ │ │ │ │ │ │ │ │ │ │ _LIVE_R │ │ │ │ │ │ │ │ │ │ │ │ │ │ EGION │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_REG │ 0 │ 0 │ 0.05077 │ 0.2195 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ ION_NOT │ │ │ │ │ │ │ │ │ │ │ │ │ │ _WORK_R │ │ │ │ │ │ │ │ │ │ │ │ │ │ EGION │ │ │ │ │ │ │ │ │ │ │ │ │ │ LIVE_RE │ 0 │ 0 │ 0.04066 │ 0.1975 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ GION_NO │ │ │ │ │ │ │ │ │ │ │ │ │ │ T_WORK_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ REGION │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_CIT │ 0 │ 0 │ 0.07817 │ 0.2684 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ │ Y_NOT_L │ │ │ │ │ │ │ │ │ │ │ │ │ │ IVE_CIT │ │ │ │ │ │ │ │ │ │ │ │ │ │ Y │ │ │ │ │ │ │ │ │ │ │ │ │ │ REG_CIT │ 0 │ 0 │ 0.2305 │ 0.4211 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▂ │ │ │ │ Y_NOT_W │ │ │ │ │ │ │ │ │ │ │ │ │ │ ORK_CIT │ │ │ │ │ │ │ │ │ │ │ │ │ │ Y │ │ │ │ │ │ │ │ │ │ │ │ │ │ LIVE_CI │ 0 │ 0 │ 0.1796 │ 0.3838 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▂ │ │ │ │ TY_NOT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ WORK_CI │ │ │ │ │ │ │ │ │ │ │ │ │ │ TY │ │ │ │ │ │ │ │ │ │ │ │ │ │ EXT_SOU │ 660 │ 0.21462 │ 0.5144 │ 0.1911 │ 8.174e-0 │ 0.3925 │ 0.566 │ 0.6636 │ 0.855 │ ▁▂▃▅▇▃ │ │ │ │ RCE_2 │ │ 6468646 │ │ │ 8 │ │ │ │ │ │ │ │ │ │ │ 65003 │ │ │ │ │ │ │ │ │ │ │ │ EXT_SOU │ 60965 │ 19.8253 │ 0.5109 │ 0.1948 │ 0.000527 │ 0.3706 │ 0.5353 │ 0.6691 │ 0.896 │ ▁▃▅▇▇▃ │ │ │ │ RCE_3 │ │ 0706218 │ │ │ 3 │ │ │ │ │ │ │ │ │ │ │ 6393 │ │ │ │ │ │ │ │ │ │ │ │ OBS_30_ │ 1021 │ 0.33202 │ 1.422 │ 2.401 │ 0 │ 0 │ 0 │ 2 │ 348 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DEF_30_ │ 1021 │ 0.33202 │ 0.1434 │ 0.4467 │ 0 │ 0 │ 0 │ 0 │ 34 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ OBS_60_ │ 1021 │ 0.33202 │ 1.405 │ 2.38 │ 0 │ 0 │ 0 │ 2 │ 344 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DEF_60_ │ 1021 │ 0.33202 │ 0.1 │ 0.3623 │ 0 │ 0 │ 0 │ 0 │ 24 │ ▇ │ │ │ │ CNT_SOC │ │ 0643163 │ │ │ │ │ │ │ │ │ │ │ │ IAL_CIR │ │ 9844 │ │ │ │ │ │ │ │ │ │ │ │ CLE │ │ │ │ │ │ │ │ │ │ │ │ │ │ DAYS_LA │ 1 │ 0.00032 │ -962.9 │ 826.8 │ -4292 │ -1570 │ -757 │ -274 │ 0 │ ▁▃▃▇ │ │ │ │ ST_PHON │ │ 5191619 │ │ │ │ │ │ │ │ │ │ │ │ E_CHANG │ │ 161591 │ │ │ │ │ │ │ │ │ │ │ │ E │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 4.227e-0 │ 0.00650 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 5 │ 2 │ │ │ │ │ │ │ │ │ │ 2 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.71 │ 0.4538 │ 0 │ 0 │ 1 │ 1 │ 1 │ ▃ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 3 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 8.13e-05 │ 0.00901 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ 6 │ │ │ │ │ │ │ │ │ │ 4 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.01511 │ 0.122 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 5 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.08806 │ 0.2834 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 6 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.000191 │ 0.01385 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 9 │ │ │ │ │ │ │ │ │ │ │ 7 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.08138 │ 0.2734 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 8 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.003896 │ 0.06229 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 9 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 2.276e-0 │ 0.00477 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 5 │ 1 │ │ │ │ │ │ │ │ │ │ 10 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.003912 │ 0.06242 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 11 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 6.504e-0 │ 0.00255 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 6 │ │ │ │ │ │ │ │ │ │ │ 12 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.003525 │ 0.05927 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 13 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.002936 │ 0.05411 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 14 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00121 │ 0.03476 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 15 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.009928 │ 0.09914 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 16 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.000266 │ 0.01633 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 7 │ │ │ │ │ │ │ │ │ │ │ 17 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.00813 │ 0.0898 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ 18 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.000595 │ 0.02439 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 1 │ │ │ │ │ │ │ │ │ │ │ 19 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.000507 │ 0.02252 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 3 │ │ │ │ │ │ │ │ │ │ │ 20 │ │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_DO │ 0 │ 0 │ 0.000334 │ 0.0183 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ │ │ │ │ CUMENT_ │ │ │ 9 │ │ │ │ │ │ │ │ │ │ │ 21 │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.006402 │ 0.08385 │ 0 │ 0 │ 0 │ 0 │ 4 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _HOUR │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.007 │ 0.1108 │ 0 │ 0 │ 0 │ 0 │ 9 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _DAY │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.03436 │ 0.2047 │ 0 │ 0 │ 0 │ 0 │ 8 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _WEEK │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.2674 │ 0.916 │ 0 │ 0 │ 0 │ 0 │ 27 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _MON │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 0.2655 │ 0.7941 │ 0 │ 0 │ 0 │ 0 │ 261 │ ▇ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _QRT │ │ │ │ │ │ │ │ │ │ │ │ │ │ AMT_REQ │ 41519 │ 13.5016 │ 1.9 │ 1.869 │ 0 │ 0 │ 1 │ 3 │ 25 │ ▇▁ │ │ │ │ _CREDIT │ │ 3083597 │ │ │ │ │ │ │ │ │ │ │ │ _BUREAU │ │ 0095 │ │ │ │ │ │ │ │ │ │ │ │ _YEAR │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_SK │ 16454 │ 5.35070 │ 1916000 │ 334200 │ 1000000 │ 1721000 │ 1919000 │ 2113000 │ 2844000 │ ▁▃▇▇▃▁ │ │ │ │ _ID_PRE │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ V_MEAN │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 16871 │ 5.48630 │ 14530 │ 10010 │ 0 │ 7836 │ 11980 │ 18330 │ 300400 │ ▇ │ │ │ │ T_ANNUI │ │ 7806875 │ │ │ │ │ │ │ │ │ │ │ │ TY_MEAN │ │ 201 │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 16454 │ 5.35070 │ 154000 │ 153300 │ 0 │ 61930 │ 106000 │ 191200 │ 4050000 │ ▇ │ │ │ │ T_APPLI │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ CATION_ │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 16454 │ 5.35070 │ 170100 │ 165700 │ 0 │ 66850 │ 117400 │ 216100 │ 4050000 │ ▇ │ │ │ │ T_CREDI │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ T_MEAN │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 33906 │ 11.0259 │ 7081 │ 18420 │ -0.225 │ 0 │ 3375 │ 8282 │ 2025000 │ ▇ │ │ │ │ T_DOWN_ │ │ 4703929 │ │ │ │ │ │ │ │ │ │ │ │ PAYMENT │ │ 2904 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_AM │ 17429 │ 5.66776 │ 193900 │ 192600 │ 0 │ 73560 │ 128600 │ 244900 │ 4050000 │ ▇ │ │ │ │ T_GOODS │ │ 4730367 │ │ │ │ │ │ │ │ │ │ │ │ _PRICE_ │ │ 369 │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_HO │ 16454 │ 5.35070 │ 12.66 │ 2.776 │ 0 │ 11 │ 12.75 │ 14.5 │ 23 │ ▁▅▇▂ │ │ │ │ UR_APPR │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ _PROCES │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ S_START │ │ │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_NF │ 16454 │ 5.35070 │ 0.9976 │ 0.02521 │ 0 │ 1 │ 1 │ 1 │ 1 │ ▇ │ │ │ │ LAG_LAS │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ T_APPL_ │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ IN_DAY_ │ │ │ │ │ │ │ │ │ │ │ │ │ │ MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_RA │ 33906 │ 11.0259 │ 0.08192 │ 0.08952 │ -7.489e- │ 0 │ 0.06631 │ 0.1089 │ 0.9897 │ ▇▁ │ │ │ │ TE_DOWN │ │ 4703929 │ │ │ 06 │ │ │ │ │ │ │ │ │ _PAYMEN │ │ 2904 │ │ │ │ │ │ │ │ │ │ │ │ T_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 16454 │ 5.35070 │ -919.6 │ 577.8 │ -2922 │ -1247 │ -789 │ -466.8 │ -2 │ ▁▁▂▅▇▆ │ │ │ │ YS_DECI │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ SION_ME │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_SE │ 16454 │ 5.35070 │ 413.1 │ 10720 │ -1 │ 23 │ 79 │ 350 │ 4000000 │ ▇ │ │ │ │ LLERPLA │ │ 2901684 │ │ │ │ │ │ │ │ │ │ │ │ CE_AREA │ │ 8175 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_CN │ 16869 │ 5.48565 │ 14.53 │ 8.42 │ 0 │ 9 │ 12 │ 18 │ 72 │ ▇▇▂ │ │ │ │ T_PAYME │ │ 7423636 │ │ │ │ │ │ │ │ │ │ │ │ NT_MEAN │ │ 878 │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 343100 │ 55560 │ -2922 │ 365200 │ 365200 │ 365200 │ 365200 │ ▁▇ │ │ │ │ YS_FIRS │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ T_DRAWI │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ NG_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 11460 │ 39650 │ -2891 │ -1344 │ -831 │ -404.3 │ 365200 │ ▇ │ │ │ │ YS_FIRS │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ T_DUE_M │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 30510 │ 61240 │ -2798 │ -796.8 │ -208 │ 51270 │ 365200 │ ▇▁▁▁ │ │ │ │ YS_LAST │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ _DUE_1S │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ T_VERSI │ │ │ │ │ │ │ │ │ │ │ │ │ │ ON_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 80720 │ 107800 │ -2883 │ -838 │ -53 │ 121600 │ 365200 │ ▇▂▂▂ ▁ │ │ │ │ YS_LAST │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ _DUE_ME │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_DA │ 17751 │ 5.77247 │ 87260 │ 110200 │ -2852 │ -737 │ 51050 │ 145800 │ 365200 │ ▇▂▂▂▁▁ │ │ │ │ YS_TERM │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ INATION │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ PREV_NF │ 17751 │ 5.77247 │ 0.2778 │ 0.3176 │ 0 │ 0 │ 0.2 │ 0.5 │ 1 │ ▇▁▂▃▁▁ │ │ │ │ LAG_INS │ │ 6431737 │ │ │ │ │ │ │ │ │ │ │ │ URED_ON │ │ 4015 │ │ │ │ │ │ │ │ │ │ │ │ _APPROV │ │ │ │ │ │ │ │ │ │ │ │ │ │ AL_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 5891000 │ 532200 │ 5000000 │ 5424000 │ 5854000 │ 6361000 │ 6843000 │ ▇▇▇▆▇▇ │ │ │ │ SK_ID_B │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ UREAU_M │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ -1083 │ 563.3 │ -2922 │ -1434 │ -1051 │ -663.8 │ 0 │ ▁▁▅▇▇▃ │ │ │ │ DAYS_CR │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ EDIT_ME │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 1.036 │ 25.83 │ 0 │ 0 │ 0 │ 0 │ 2776 │ ▇ │ │ │ │ CREDIT_ │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ DAY_OVE │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ RDUE_ME │ │ │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 46269 │ 15.0462 │ 651.8 │ 3282 │ -41880 │ -703.5 │ -135.6 │ 602.5 │ 31200 │ ▇ │ │ │ │ DAYS_CR │ │ 9102698 │ │ │ │ │ │ │ │ │ │ │ │ EDIT_EN │ │ 7653 │ │ │ │ │ │ │ │ │ │ │ │ DDATE_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 0.007919 │ 0.06648 │ 0 │ 0 │ 0 │ 0 │ 6 │ ▇ │ │ │ │ CNT_CRE │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ DIT_PRO │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ LONG_ME │ │ │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44021 │ 14.3152 │ 378100 │ 891700 │ 0 │ 103500 │ 195500 │ 394100 │ 1981000 │ ▇ │ │ │ │ AMT_CRE │ │ 6026711 │ │ │ │ │ │ │ 00 │ │ │ │ │ DIT_SUM │ │ 2397 │ │ │ │ │ │ │ │ │ │ │ │ _MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 51380 │ 16.7083 │ 160400 │ 526700 │ -1084000 │ 0 │ 44210 │ 142100 │ 4365000 │ ▇ │ │ │ │ AMT_CRE │ │ 4539252 │ │ │ │ │ │ │ 0 │ │ │ │ │ DIT_SUM │ │ 2546 │ │ │ │ │ │ │ │ │ │ │ │ _DEBT_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ 49.55 │ 5292 │ 0 │ 0 │ 0 │ 0 │ 1617000 │ ▇ │ │ │ │ AMT_CRE │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ DIT_SUM │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ _OVERDU │ │ │ │ │ │ │ │ │ │ │ │ │ │ E_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ BUREAU_ │ 44020 │ 14.3149 │ -546.6 │ 453.7 │ -41890 │ -779 │ -481.8 │ -208.4 │ 14 │ ▇ │ │ │ │ DAYS_CR │ │ 3507549 │ │ │ │ │ │ │ │ │ │ │ │ EDIT_UP │ │ 3235 │ │ │ │ │ │ │ │ │ │ │ │ DATE_ME │ │ │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 1903000 │ 413300 │ 1000000 │ 1602000 │ 1900000 │ 2199000 │ 2843000 │ ▃▅▇▇▅▂ │ │ │ │ _SK_ID_ │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ PREV_ME │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ AN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 1.042 │ 0.6021 │ 0 │ 1 │ 1.017 │ 1.111 │ 39 │ ▇ │ │ │ │ _NUM_IN │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ STALMEN │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ T_VERSI │ │ │ │ │ │ │ │ │ │ │ │ │ │ ON_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 9.765 │ 11.27 │ 1 │ 4.556 │ 6.045 │ 9.434 │ 138.1 │ ▇ │ │ │ │ _NUM_IN │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ STALMEN │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ T_NUMBE │ │ │ │ │ │ │ │ │ │ │ │ │ │ R_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ -909.7 │ 598.5 │ -2922 │ -1302 │ -796 │ -419 │ -3 │ ▁▃▆▇▇ │ │ │ │ _DAYS_I │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ NSTALME │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ NT_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15876 │ 5.16274 │ -921 │ 597 │ -3071 │ -1312 │ -807.6 │ -431.6 │ -3 │ ▁▃▆▇▇ │ │ │ │ _DAYS_E │ │ 2145809 │ │ │ │ │ │ │ │ │ │ │ │ NTRY_PA │ │ 4185 │ │ │ │ │ │ │ │ │ │ │ │ YMENT_M │ │ │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15868 │ 5.16014 │ 18390 │ 23340 │ 0 │ 7800 │ 12570 │ 21380 │ 2505000 │ ▇ │ │ │ │ _AMT_IN │ │ 0612856 │ │ │ │ │ │ │ │ │ │ │ │ STALMEN │ │ 125 │ │ │ │ │ │ │ │ │ │ │ │ T_MEAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ INSTALL │ 15876 │ 5.16274 │ 18750 │ 25110 │ 0.189 │ 7478 │ 12230 │ 21350 │ 2505000 │ ▇ │ │ │ │ _AMT_PA │ │ 2145809 │ │ │ │ │ │ │ │ │ │ │ │ YMENT_M │ │ 4185 │ │ │ │ │ │ │ │ │ │ │ │ EAN │ │ │ │ │ │ │ │ │ │ │ │ │ │ TARGET │ 0 │ 0 │ 0.08073 │ 0.2724 │ 0 │ 0 │ 0 │ 0 │ 1 │ ▇ ▁ │ │ │ └─────────┴───────┴─────────┴──────────┴─────────┴──────────┴─────────┴─────────┴─────────┴─────────┴────────┘ │ │ string │ │ ┏━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┓ │ │ ┃ ┃ ┃ ┃ ┃ ┃ ┃ ┃ chars ┃ words per ┃ total ┃ │ │ ┃ column ┃ NA ┃ NA % ┃ shortest ┃ longest ┃ min ┃ max ┃ per row ┃ row ┃ words ┃ │ │ ┡━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━┩ │ │ │ NAME_CON │ 0 │ 0 │ Cash │ Revolving │ Cash │ Revolving │ 10.5 │ 2 │ 615022 │ │ │ │ TRACT_TY │ │ │ loans │ loans │ loans │ loans │ │ │ │ │ │ │ PE │ │ │ │ │ │ │ │ │ │ │ │ │ CODE_GEN │ 0 │ 0 │ M │ XNA │ F │ XNA │ 1 │ 1 │ 307511 │ │ │ │ DER │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_OWN │ 0 │ 0 │ N │ N │ N │ Y │ 1 │ 1 │ 307511 │ │ │ │ _CAR │ │ │ │ │ │ │ │ │ │ │ │ │ FLAG_OWN │ 0 │ 0 │ Y │ Y │ N │ Y │ 1 │ 1 │ 307511 │ │ │ │ _REALTY │ │ │ │ │ │ │ │ │ │ │ │ │ NAME_TYP │ 1292 │ 0.420147 │ Family │ Spouse, │ Children │ Unaccompa │ 12.1 │ 1 │ 318131 │ │ │ │ E_SUITE │ │ 57195677 │ │ partner │ │ nied │ │ │ │ │ │ │ │ │ 555 │ │ │ │ │ │ │ │ │ │ │ NAME_INC │ 0 │ 0 │ Working │ Commercia │ Business │ Working │ 10.8 │ 1.3 │ 400836 │ │ │ │ OME_TYPE │ │ │ │ l │ man │ │ │ │ │ │ │ │ │ │ │ │ associate │ │ │ │ │ │ │ │ │ NAME_EDU │ 0 │ 0 │ Lower │ Secondary │ Academic │ Secondary │ 25.3 │ 3.4 │ 1051804 │ │ │ │ CATION_T │ │ │ secondar │ / │ degree │ / │ │ │ │ │ │ │ YPE │ │ │ y │ secondary │ │ secondary │ │ │ │ │ │ │ │ │ │ │ special │ │ special │ │ │ │ │ │ │ NAME_FAM │ 0 │ 0 │ Widow │ Single / │ Civil │ Widow │ 9.62 │ 1.5 │ 473618 │ │ │ │ ILY_STAT │ │ │ │ not │ marriage │ │ │ │ │ │ │ │ US │ │ │ │ married │ │ │ │ │ │ │ │ │ NAME_HOU │ 0 │ 0 │ With │ Municipal │ Co-op │ With │ 16.8 │ 2.9 │ 887890 │ │ │ │ SING_TYP │ │ │ parents │ apartment │ apartmen │ parents │ │ │ │ │ │ │ E │ │ │ │ │ t │ │ │ │ │ │ │ │ WEEKDAY_ │ 0 │ 0 │ MONDAY │ WEDNESDAY │ FRIDAY │ WEDNESDAY │ 7.23 │ 1 │ 307511 │ │ │ │ APPR_PRO │ │ │ │ │ │ │ │ │ │ │ │ │ CESS_STA │ │ │ │ │ │ │ │ │ │ │ │ │ RT │ │ │ │ │ │ │ │ │ │ │ │ │ ORGANIZA │ 0 │ 0 │ XNA │ Business │ Advertis │ XNA │ 12.5 │ 2.1 │ 638609 │ │ │ │ TION_TYP │ │ │ │ Entity │ ing │ │ │ │ │ │ │ │ E │ │ │ │ Type 3 │ │ │ │ │ │ │ │ └──────────┴──────┴──────────┴──────────┴───────────┴──────────┴───────────┴──────────┴───────────┴──────────┘ │ ╰────────────────────────────────────────────────────── End ──────────────────────────────────────────────────────╯
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# Hitogramme de visualisation de la distribution des variables continues
for col in train_data.select_dtypes('float').columns:
plt.figure()
fig, ax = plt.subplots(1, 2, figsize=(15, 5))
sns.histplot(train_data[col], kde=True, ax=ax[0])
ax[0].set_title(col)
sns.boxplot(y=train_data[col], ax=ax[1])
plt.title(col)
plt.show()
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A partir des graphes ci dessus nous pouvons noter que la distribution de la plus part de nos données ne sont pas symetrique et possedent des valeurs abérante. Aisnsi nous allons traiter ces dernieres dans suite à l'etape feature selection
Selection des features¶
In [ ]:
#importation de librairie
import pandas as pd
import numpy as np
from sklearn.impute import SimpleImputer
from sklearn.preprocessing import StandardScaler, OneHotEncoder
from sklearn.feature_selection import SelectKBest, chi2, f_classif
from sklearn.pipeline import make_pipeline
from sklearn.compose import ColumnTransformer
from sklearn.model_selection import train_test_split
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import accuracy_score
from imblearn.over_sampling import SMOTE
from sklearn.feature_selection import VarianceThreshold
Selection des feautures, Gestion et traitement des valeurs manques
In [ ]:
# Séparer les features (X) et la target (y)
X = train_data.drop(['TARGET', 'SK_ID_CURR'], axis=1) # Variables explicatives
y = train_data['TARGET'] # Variable cible
In [ ]:
print('La taille des Variables pour l\'entraiment: ' , X.shape, y.shape)
La taille des Variables pour l'entraiment: (307511, 104) (307511,)
In [ ]:
# Sélection automatique des colonnes numériques et catégorielles
numerical_features = X.select_dtypes(include=[np.number]).columns
categorical_features = X.select_dtypes(exclude=[np.number]).columns
In [ ]:
numerical_features.shape,categorical_features.shape
Out[ ]:
((93,), (11,))
In [ ]:
# Suppression des variables inutiles
# Supprimer les colonnes quasi constantes (faible variance)
selector_var = VarianceThreshold(threshold=0.01) # Supprime les colonnes quasi constantes
X_num_filtered = selector_var.fit_transform(X[numerical_features])
num_selected_features = numerical_features[selector_var.get_support()]
In [ ]:
num_selected_features.shape
Out[ ]:
(70,)
A travers ce code ci dessus, nous allons sélectionner les variables les plus pertinent avec un selecteur de variance avec un seuil de 0.01. Les variables ayant une variance inférieure à 0.01 seront considérées comme "quasi constantes" et donc inutiles. Ainsi, avec la méthode get_support() nous allons obtenir un masque booléen des features conservées
- Ce masque est utilisé pour les numerical_features pour garder uniquement les noms des colonnes qui ont passé le seuil de variance.
En définitive, num_selected_features.shape montre (70,), ce qui signifie :
- Sur les 93 variables numériques initiales
- Seules 70 ont une variance suffisante (>0.01)
- 23 variables ont été supprimées car quasi constantes
In [ ]:
#Supprimer les catégories dominantes (>99%) et haute cardinalité (>100 valeurs uniques)
low_variance_cat = [col for col in categorical_features if X[col].value_counts(normalize=True).max() > 0.99]
high_cardinality_cat = [col for col in categorical_features if X[col].nunique() > 100]
categorical_features = [col for col in categorical_features if col not in low_variance_cat + high_cardinality_cat]
In [ ]:
pd.Series(categorical_features).shape
Out[ ]:
(11,)
In [ ]:
#Séparation des données en train/test
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0, stratify=y)
In [ ]:
#Encodage des données en train/test
encoder = OneHotEncoder(handle_unknown='ignore', sparse_output=False)
X_train_cat_encoded = encoder.fit_transform(X_train[categorical_features])
X_test_cat_encoded = encoder.transform(X_test[categorical_features])
In [ ]:
#Imputation des variables categorielles
cat_imputer = SimpleImputer(strategy='most_frequent')
X_train_cat_encoded = cat_imputer.fit_transform(X_train_cat_encoded)
X_test_cat_encoded = cat_imputer.transform(X_test_cat_encoded)
In [ ]:
# Appliquer un imputeur pour traiter les valeurs manquantes dans les données encodées
chi2_selector = SelectKBest(score_func=chi2, k=15) # Garde les 15 meilleures variables
X_train_cat_selected = chi2_selector.fit_transform(X_train_cat_encoded, y_train)
X_test_cat_selected = chi2_selector.transform(X_test_cat_encoded)
selected_cat_indices = chi2_selector.get_support(indices=True)
selected_cat_names = encoder.get_feature_names_out()[selected_cat_indices]
Cette etape nous prépare les variables catégorielles pour un modèle de machine learning en traitant les valeurs manquantes, en sélectionnant les caractéristiques les plus pertinentes et en conservant une trace des caractéristiques sélectionnées pour l'interprétation.
In [ ]:
X_train_cat_selected.shape, X_test_cat_selected.shape
Out[ ]:
((246008, 15), (61503, 15))
In [ ]:
# Sélection des meilleures variables numériques avec ANOVA (f_classif)
# Appliquer un imputeur pour les variables numériques
X_train_num_imputed = SimpleImputer(strategy='mean').fit_transform(X_train[num_selected_features])
num_imputer = SimpleImputer(strategy='mean')
X_train_num_imputed = num_imputer.fit_transform(X_train[num_selected_features])
X_test_num_imputed = num_imputer.transform(X_test[num_selected_features])
anova_selector = SelectKBest(score_func=f_classif, k=15) # Garde les 15 meilleures variables
X_train_num_selected = anova_selector.fit_transform(X_train_num_imputed, y_train)
X_test_num_selected = anova_selector.transform(X_test_num_imputed)
selected_num_indices = anova_selector.get_support(indices=True)
selected_num_names = num_selected_features[selected_num_indices]
cette étape permet prépare les variables numériques pour un modèle de machine learning en traitant les valeurs manquantes, en sélectionnant les caractéristiques les plus pertinentes avec ANOVA, et en conservant une trace des variables sélectionnées pour l'interprétation.
In [ ]:
# Concatenation des colonnes selectionnées
X_train_selected = np.hstack((X_train_num_selected, X_train_cat_selected))
X_test_selected = np.hstack((X_test_num_selected, X_test_cat_selected))
print(f"Variables numériques sélectionnées : {selected_num_names}")
print(f"Variables catégorielles sélectionnées : {selected_cat_names}")
Variables numériques sélectionnées : Index(['DAYS_BIRTH', 'DAYS_EMPLOYED', 'DAYS_ID_PUBLISH', 'FLAG_EMP_PHONE',
'REGION_RATING_CLIENT', 'REGION_RATING_CLIENT_W_CITY',
'REG_CITY_NOT_WORK_CITY', 'EXT_SOURCE_2', 'EXT_SOURCE_3',
'DAYS_LAST_PHONE_CHANGE', 'FLAG_DOCUMENT_3', 'PREV_DAYS_DECISION_MEAN',
'PREV_DAYS_FIRST_DRAWING_MEAN', 'BUREAU_DAYS_CREDIT_MEAN',
'BUREAU_DAYS_CREDIT_UPDATE_MEAN'],
dtype='object')
Variables catégorielles sélectionnées : ['NAME_CONTRACT_TYPE_Revolving loans' 'CODE_GENDER_F' 'CODE_GENDER_M'
'NAME_INCOME_TYPE_Pensioner' 'NAME_INCOME_TYPE_State servant'
'NAME_INCOME_TYPE_Working' 'NAME_EDUCATION_TYPE_Higher education'
'NAME_EDUCATION_TYPE_Secondary / secondary special'
'NAME_FAMILY_STATUS_Civil marriage'
'NAME_FAMILY_STATUS_Single / not married'
'NAME_HOUSING_TYPE_With parents'
'ORGANIZATION_TYPE_Business Entity Type 3'
'ORGANIZATION_TYPE_Construction' 'ORGANIZATION_TYPE_Self-employed'
'ORGANIZATION_TYPE_XNA']
In [ ]:
X_train_selected.shape,X_test_selected.shape
Out[ ]:
((246008, 30), (61503, 30))
Gestion des valeurs aberrantes
In [ ]:
#Gestion et suppression des valeurs aberantes pour la variable avec une distribution asymetrique
def replaceOutliersIQR(data):
for col in data.select_dtypes('number').columns:
if not (-0.5 <= data[col].skew() <= 0.5):
Q1 = np.quantile(data[col], 0.25)
Q3 = np.quantile(data[col], 0.75)
IQR = Q3 - Q1
limitInf = Q1 - 1.5*IQR
limitSup = Q3 + 1.5*IQR
data[col] = np.where(data[col] <= limitInf, limitInf, data[col])
data[col] = np.where(data[col] >= limitSup, limitSup, data[col])
return data
In [ ]:
# Convert X_train_selected back to DataFrame
X_train_selected_df = pd.DataFrame(X_train_selected, columns=list(selected_num_names) + list(selected_cat_names))
replaceOutliersIQR(data=X_train_selected_df)
Out[ ]:
| DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | FLAG_EMP_PHONE | REGION_RATING_CLIENT | REGION_RATING_CLIENT_W_CITY | REG_CITY_NOT_WORK_CITY | EXT_SOURCE_2 | EXT_SOURCE_3 | DAYS_LAST_PHONE_CHANGE | ... | NAME_INCOME_TYPE_Working | NAME_EDUCATION_TYPE_Higher education | NAME_EDUCATION_TYPE_Secondary / secondary special | NAME_FAMILY_STATUS_Civil marriage | NAME_FAMILY_STATUS_Single / not married | NAME_HOUSING_TYPE_With parents | ORGANIZATION_TYPE_Business Entity Type 3 | ORGANIZATION_TYPE_Construction | ORGANIZATION_TYPE_Self-employed | ORGANIZATION_TYPE_XNA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -17775.0 | -2503.0 | -1321.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.683750 | 0.234015 | -1154.0 | ... | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1 | -12495.0 | -429.0 | -3590.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.587328 | 0.598926 | -1737.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | -11896.0 | -875.0 | -2879.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.271430 | 0.146442 | -584.0 | ... | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | -14683.0 | -2218.0 | -4946.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.684454 | 0.488455 | -2152.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | -23119.0 | 3419.5 | -4580.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.192143 | 0.553165 | -394.0 | ... | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 246003 | -19030.0 | -2219.0 | -2540.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.108723 | 0.725276 | -2452.0 | ... | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246004 | -12054.0 | -1848.0 | -4025.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.553644 | 0.728141 | -1432.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246005 | -12242.0 | -1489.0 | -4376.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.706329 | 0.510443 | -1094.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246006 | -14825.0 | 3419.5 | -4407.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.667817 | 0.556727 | 0.0 | ... | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246007 | -16318.0 | -2372.0 | -4200.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.452025 | 0.656158 | -1838.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
246008 rows × 30 columns
In [ ]:
#Traitement des valeurs aberratntes sur une distribution normale avec la methode de Z-score
def remplacerOutliersZscore(data, threshold:int=3):
for col in data.select_dtypes('number').columns:
if -0.5 <= data[col].skew() <= 0.5:
u = np.mean(data[col])
sigma = np.std(data[col])
median = np.median(data[col])
z = (data[col] - u)/sigma
data[col] = np.where(abs(z) > threshold, median, data[col])
return data
In [ ]:
remplacerOutliersZscore(data=X_train_selected_df)
Out[ ]:
| DAYS_BIRTH | DAYS_EMPLOYED | DAYS_ID_PUBLISH | FLAG_EMP_PHONE | REGION_RATING_CLIENT | REGION_RATING_CLIENT_W_CITY | REG_CITY_NOT_WORK_CITY | EXT_SOURCE_2 | EXT_SOURCE_3 | DAYS_LAST_PHONE_CHANGE | ... | NAME_INCOME_TYPE_Working | NAME_EDUCATION_TYPE_Higher education | NAME_EDUCATION_TYPE_Secondary / secondary special | NAME_FAMILY_STATUS_Civil marriage | NAME_FAMILY_STATUS_Single / not married | NAME_HOUSING_TYPE_With parents | ORGANIZATION_TYPE_Business Entity Type 3 | ORGANIZATION_TYPE_Construction | ORGANIZATION_TYPE_Self-employed | ORGANIZATION_TYPE_XNA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -17775.0 | -2503.0 | -1321.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.683750 | 0.234015 | -1154.0 | ... | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1 | -12495.0 | -429.0 | -3590.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.587328 | 0.598926 | -1737.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | -11896.0 | -875.0 | -2879.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.271430 | 0.146442 | -584.0 | ... | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | -14683.0 | -2218.0 | -4946.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.684454 | 0.488455 | -2152.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | -23119.0 | 3419.5 | -4580.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.192143 | 0.553165 | -394.0 | ... | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 246003 | -19030.0 | -2219.0 | -2540.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.108723 | 0.725276 | -2452.0 | ... | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246004 | -12054.0 | -1848.0 | -4025.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.553644 | 0.728141 | -1432.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246005 | -12242.0 | -1489.0 | -4376.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.706329 | 0.510443 | -1094.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246006 | -14825.0 | 3419.5 | -4407.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.667817 | 0.556727 | 0.0 | ... | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 246007 | -16318.0 | -2372.0 | -4200.0 | 1.0 | 2.0 | 2.0 | 0.0 | 0.452025 | 0.656158 | -1838.0 | ... | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
246008 rows × 30 columns
Comme nos distributions sont asymetriques et possedent des valeurs aberantes, nous allons utiliser la methode IQR pour traiter les valeurs aberrantes en les remplaçants par la minimum ou le maximum du boxplot comme indiqué surl code ci-dessus
In [ ]:
#Affichage de la distribution et boxplot
for col in X_train_selected_df.columns:
plt.figure()
fig, ax = plt.subplots(1, 2, figsize=(15, 5))
sns.histplot(X_train_selected_df[col], kde=True, ax=ax[0])
ax[0].set_title(col)
sns.boxplot(y=X_train_selected_df[col], ax=ax[1])
plt.title(col)
plt.show()
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In [ ]:
y.value_counts()
Out[ ]:
TARGET 0 282686 1 24825 Name: count, dtype: int64
On constate que le contenu de notre variation target, n'est pas equilibré donc faire un modele avec ces dernier ne sera pertinent. Nous allons dans le suite essayer de l'equilibrer afin de passer à l'entrainement des modele
NB : classe 0 : credit non remboursé; classe 1 : credit remboursé
In [ ]:
# Appliquer OverSample pour équilibrer les classes
# SMOTE doit être appliqué après l'encodage des variables catégorielles
from imblearn.over_sampling import RandomOverSampler
ros = RandomOverSampler(random_state=42)
X_train_resampled, y_train_resampled = ros.fit_resample(X_train_selected, y_train)
In [ ]:
# Vérifier la distribution des classes après équilibrage
print("Distribution des classes après ros :")
print(pd.Series(y_train_resampled).value_counts())
Distribution des classes après ros : TARGET 0 226148 1 226148 Name: count, dtype: int64
Modelisation¶
-- models classsiques
In [ ]:
#Librairie
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from xgboost import XGBClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_auc_score, f1_score
In [ ]:
#Model KNN
# Initialisation du modèle KNN
knn_model = KNeighborsClassifier(n_neighbors=5)
# Entraînement du modèle
knn_model.fit(X_train_resampled, y_train_resampled)
# Prédiction sur les données de test
y_pred_knn = knn_model.predict(X_test_selected)
# Évaluation du modèle
print(knn_model.score(X_test_selected, y_test))
accuracy_knn = accuracy_score(y_test, y_pred_knn)
print(f"Accuracy du modèle KNN : {accuracy_knn:.4f}")
print(classification_report(y_test, y_pred_knn))
In [ ]:
roc_auc_score(y_test, y_pred_knn)
# Matrice de confusion
confusion_matrix(y_test, y_pred_knn)
Out[ ]:
array([[56099, 439],
[ 4903, 62]], dtype=int64)
In [ ]:
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, classification_report
# Initialisation du modèle de Régression Logistique
logreg_model = LogisticRegression(random_state=0, max_iter=1000)
# Entraînement du modèle
logreg_model.fit(X_train_resampled, y_train_resampled)
# Prédiction sur les données de test
y_pred_logreg = logreg_model.predict(X_test_selected)
# Évaluation du modèle
accuracy_logreg = accuracy_score(y_test, y_pred_logreg)
print(f"Accuracy du modèle de Régression Logistique : {accuracy_logreg:.4f}")
print(classification_report(y_test, y_pred_logreg))
c:\Users\USER\anaconda3\Lib\site-packages\sklearn\linear_model\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
n_iter_i = _check_optimize_result(
Accuracy du modèle de Régression Logistique : 0.6527
precision recall f1-score support
0 0.96 0.65 0.78 56538
1 0.14 0.65 0.23 4965
accuracy 0.65 61503
macro avg 0.55 0.65 0.50 61503
weighted avg 0.89 0.65 0.73 61503
In [ ]:
from xgboost import XGBClassifier
from sklearn.metrics import accuracy_score, classification_report
# Initialisation du modèle XGBoost
xgb_model = XGBClassifier(random_state=0, use_label_encoder=False, eval_metric='logloss')
# Entraînement du modèle
xgb_model.fit(X_train_resampled, y_train_resampled)
# Prédiction sur les données de test
y_pred_xgb = xgb_model.predict(X_test_selected)
# Évaluation du modèle
accuracy_xgb = accuracy_score(y_test, y_pred_xgb)
print(f"Accuracy du modèle XGBoost : {accuracy_xgb:.4f}")
print(classification_report(y_test, y_pred_xgb))
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [10:20:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
Accuracy du modèle XGBoost : 0.9187
precision recall f1-score support
0 0.92 1.00 0.96 56538
1 0.44 0.03 0.05 4965
accuracy 0.92 61503
macro avg 0.68 0.51 0.50 61503
weighted avg 0.88 0.92 0.88 61503
In [ ]:
#AUC
from sklearn.metrics import roc_auc_score, confusion_matrix
roc_auc_score(y_test, y_pred_xgb)
# Matrice de confusion
confusion_matrix(y_test, y_pred_xgb)
Out[ ]:
array([[56371, 167],
[ 4835, 130]], dtype=int64)
In [ ]:
#RandomForest
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import accuracy_score, classification_report
# Initialisation du modèle Random Forest
rf_model = RandomForestClassifier(random_state=0)
# Entraînement du modèle
rf_model.fit(X_train_resampled, y_train_resampled)
# Prédiction sur les données de test
y_pred_rf = rf_model.predict(X_test_selected)
# Évaluation du modèle
accuracy_rf = accuracy_score(y_test, y_pred_rf)
print(f"Accuracy du modèle Random Forest : {accuracy_rf:.4f}")
print(classification_report(y_test, y_pred_rf))
Accuracy du modèle Random Forest : 0.9189
precision recall f1-score support
0 0.92 1.00 0.96 56538
1 0.38 0.01 0.01 4965
accuracy 0.92 61503
macro avg 0.65 0.50 0.49 61503
weighted avg 0.88 0.92 0.88 61503
In [ ]:
#Comparaison des modeles classqique
print(f"Accuracy du modèle Random Forest : {accuracy_rf:.4f}")
print(classification_report(y_test, y_pred_rf))
print(f"Accuracy du modèle KNN : {accuracy_knn:.4f}")
print(classification_report(y_test, y_pred_knn))
print(f"Accuracy du modèle de Régression Logistique : {accuracy_logreg:.4f}")
print(classification_report(y_test, y_pred_logreg))
print(f"Accuracy du modèle XGBoost : {accuracy_xgb:.4f}")
print(classification_report(y_test, y_pred_xgb))
Accuracy du modèle Random Forest : 0.9189
precision recall f1-score support
0 0.92 1.00 0.96 56538
1 0.38 0.01 0.01 4965
accuracy 0.92 61503
macro avg 0.65 0.50 0.49 61503
weighted avg 0.88 0.92 0.88 61503
Accuracy du modèle KNN : 0.6857
precision recall f1-score support
0 0.93 0.72 0.81 56538
1 0.10 0.35 0.15 4965
accuracy 0.69 61503
macro avg 0.51 0.53 0.48 61503
weighted avg 0.86 0.69 0.75 61503
Accuracy du modèle de Régression Logistique : 0.6527
precision recall f1-score support
0 0.96 0.65 0.78 56538
1 0.14 0.65 0.23 4965
accuracy 0.65 61503
macro avg 0.55 0.65 0.50 61503
weighted avg 0.89 0.65 0.73 61503
Accuracy du modèle XGBoost : 0.9187
precision recall f1-score support
0 0.92 1.00 0.96 56538
1 0.44 0.03 0.05 4965
accuracy 0.92 61503
macro avg 0.68 0.51 0.50 61503
weighted avg 0.88 0.92 0.88 61503
Analyse comparative des models classiques¶
RandomForest
---Le modèle est très performant pour prédire la classe 0 (majoritaire), mais il échoue presque complètement à identifier la classe 1 (minoritaire);
---L'accuracy élevée est peut etre trompeuse car elle est principalement due à la bonne prédiction de la classe majoritaire;
---Le modèle souffre d'un déséquilibre de classes (problème courant dans les ensembles de données déséquilibrés).
KNN
---Le modèle est meilleur que Random Forest pour identifier la classe 1 (rappel de 35 % contre 1 %), mais il reste médiocre;
---La précision pour la classe 1 est très faible (10 %), ce qui signifie que beaucoup de prédictions positives pour la classe 1 sont en réalité des faux positifs;
---L'accuracy est plus faible que Random Forest, mais le modèle est un peu plus équilibré.
Regression Logistique
---Le modèle est meilleur pour identifier la classe 1 (rappel de 65 %), mais la précision reste faible (14 %), ce qui signifie qu'il y a beaucoup de faux positifs;
---L'accuracy est plus faible que Random Forest et KNN, mais le modèle est plus équilibré pour la classe 1.
XGBoost
---Similaire à Random Forest, XGBoost est excellent pour prédire la classe 0 mais échoue presque complètement pour la classe 1;
---L'accuracy élevée est parfois trompeuse car elle est principalement due à la bonne prédiction de la classe majoritaire.
Modeles optimisés¶
In [ ]:
#Modele XGBoost optimisé par GridSearchCV
from sklearn.model_selection import GridSearchCV
param_grid = {
'n_estimators': [50, 100, 200],
'max_depth': [None, 5, 10],
'learning_rate': [0.01, 0.1, 1],
'gamma': [0, 0.1, 0.5],
'reg_lambda': [0, 1, 10]
}
grid_search = GridSearchCV(XGBClassifier(random_state=0, use_label_encoder=False), param_grid, cv=5, scoring='accuracy', verbose=2)
grid_search.fit(X_train_resampled, y_train_resampled)
best_params = grid_search.best_params_
best_params
# Création du modèle avec les meilleurs paramètres
best_xgb_model = XGBClassifier(random_state=0, use_label_encoder=False, **best_params)
# Prédiction sur les données de test
best_xgb_model.fit(X_train_resampled, y_train_resampled)
y_pred_best_xgb = best_xgb_model.predict(X_test_selected)
# Évaluation du modèle
accuracy_best_xgb = accuracy_score(y_test, y_pred_best_xgb)
print(f"Accuracy du meilleur modèle XGBoost : {accuracy_best_xgb:.4f}")
print(classification_report(y_test, y_pred_best_xgb))
Fitting 5 folds for each of 243 candidates, totalling 1215 fits
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:14:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:14:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 10.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 12.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 11.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 11.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 12.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:22:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 19.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:22:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 38.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 31.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 18.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 6.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 12.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 7.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 7.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 8.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 7.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 7.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 6.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 6.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 7.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 7.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 13.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 14.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 14.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 15.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 13.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 12.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 10.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 10.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 11.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 12.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 11.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 11.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 5.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 6.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 6.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 2.7min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 6.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 9.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 9.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 15.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 10.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 19.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 9.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 6.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 6.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 6.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 10.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 11.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 10.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 10.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 12.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 9.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 9.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 10.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 10.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 21.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 18.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 14.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 8.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 15.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 7.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 10.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 5.9min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:09:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 8.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:09:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 13.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 8.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 8.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 9.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 8.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 9.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 8.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 8.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 13.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 11.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 32.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time= 5.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time= 6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 9.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 12.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 11.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 8.1min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:33:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time= 6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=13.1min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time= 1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time= 3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time= 1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time= 1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time= 3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time= 2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 12.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time= 15.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 17.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 14.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 8.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 23.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time= 8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 12.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 23.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 12.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 9.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 7.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 11.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 10.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time= 5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 7.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 7.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time= 6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740:
Parameters: { "use_label_encoder" } are not used.
warnings.warn(smsg, UserWarning)
Accuracy du meilleur modèle XGBoost : 0.9186
precision recall f1-score support
0 0.92 1.00 0.96 56538
1 0.43 0.03 0.05 4965
accuracy 0.92 61503
macro avg 0.68 0.51 0.50 61503
weighted avg 0.88 0.92 0.88 61503
In [ ]:
# Évaluation du modèle
accuracy_best_xgb = accuracy_score(y_test, y_pred_best_xgb)
print(f"Accuracy du meilleur modèle XGBoost : {accuracy_best_xgb:.4f}")
print(classification_report(y_test, y_pred_best_xgb))
Accuracy du meilleur modèle XGBoost : 0.9186
precision recall f1-score support
0 0.92 1.00 0.96 56538
1 0.43 0.03 0.05 4965
accuracy 0.92 61503
macro avg 0.68 0.51 0.50 61503
weighted avg 0.88 0.92 0.88 61503
In [ ]:
#AUC
roc_auc_score(y_test, y_pred_best_xgb)
# Matrice de confusion
confusion_matrix(y_test, y_pred_best_xgb)
Out[ ]:
array([[56365, 173],
[ 4832, 133]], dtype=int64)
In [ ]:
#Modele Regression Logistique optimisé par GridSearchCV
from sklearn.model_selection import GridSearchCV
param_grid = {
'C': [0.01, 0.1, 1, 10],
'penalty': ['l1', 'l2'],
'solver': ['liblinear', 'saga']
}
grid_search = GridSearchCV(LogisticRegression(random_state=0), param_grid, cv=5, scoring='accuracy', verbose=2, n_jobs=-1)
grid_search.fit(X_train_resampled, y_train_resampled)
best_params = grid_search.best_params_
best_params
# Création du modèle avec les meilleurs paramètres
best_logreg_model = LogisticRegression(random_state=0, **best_params)
# Prédiction sur les données de test
best_logreg_model.fit(X_train_resampled, y_train_resampled)
y_pred_best_logreg = best_logreg_model.predict(X_test_selected)
# Évaluation du modèle
accuracy_best_logreg = accuracy_score(y_test, y_pred_best_logreg)
print(f"Accuracy du meilleur modèle Régression Logistique : {accuracy_best_logreg:.4f}")
print(classification_report(y_test, y_pred_best_logreg))
Fitting 5 folds for each of 16 candidates, totalling 80 fits
c:\Users\USER\anaconda3\Lib\site-packages\sklearn\svm\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. warnings.warn(
Accuracy du meilleur modèle Régression Logistique : 0.6873
precision recall f1-score support
0 0.96 0.69 0.80 56538
1 0.16 0.67 0.26 4965
accuracy 0.69 61503
macro avg 0.56 0.68 0.53 61503
weighted avg 0.90 0.69 0.76 61503
c:\Users\USER\anaconda3\Lib\site-packages\sklearn\svm\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations. warnings.warn(
In [ ]:
#AUC
roc_auc_score(y_test, y_pred_best_logreg)
# Matrice de confusion
confusion_matrix(y_test, y_pred_best_logreg)
Out[ ]:
array([[38942, 17596],
[ 1635, 3330]], dtype=int64)
In [ ]:
from sklearn.decomposition import PCA
from sklearn.pipeline import make_pipeline
from sklearn.feature_selection import SelectKBest, f_classif
from sklearn.model_selection import RandomizedSearchCV
from sklearn.ensemble import RandomForestClassifier
In [ ]:
#RandomForet avec RandomizedSearchCV
preprocessor = ColumnTransformer(
transformers=[
('num', KNNImputer(), var_num), # Imputation des variables numériques
('cat', OneHotEncoder(handle_unknown='ignore'), var_cat) # Encodage des variables catégorielles
])
# Pipeline complet
model = make_pipeline(
preprocessor, # Appliquer le préprocessing
SelectKBest(score_func=f_classif, k=10), # Sélection des 10 meilleures variables
PolynomialFeatures(degree=2), # Features polynomiales de degré 2
PCA(n_components=10), # Réduction de dimension avec PCA
RandomForestClassifier(random_state=42) # Classificateur RandomForest
)
# Paramètres à tester pour RandomizedSearchCV
params = {
'randomforestclassifier__n_estimators': [100, 200, 300],
'randomforestclassifier__max_depth': [None, 5, 10],
'randomforestclassifier__min_samples_split': [2, 5, 10]
}
# RandomizedSearchCV : Recherche aléatoire sur les hyperparamètres
random_search = RandomizedSearchCV(model, param_distributions=params, n_iter=10, cv=5, random_state=42, n_jobs=-1 )
# Apprentissage avec RandomizedSearchCV sur les données équilibrées
random_search.fit(X_resampled, y_resampled)
# Affichage des meilleurs paramètres trouvés avec RandomizedSearchCV
print("Meilleurs paramètres (RandomizedSearchCV) :")
print(random_search.best_params_)
# Évaluation du modèle sur l'ensemble de test avec RandomizedSearchCV
score_random = random_search.score(X_test_transformed, y_test)
print(f"\nScore sur l'ensemble de test avec RandomizedSearchCV: {score_random:.4f}")
Meilleurs paramètres (RandomizedSearchCV) :
{'randomforestclassifier__n_estimators': 100, 'randomforestclassifier__min_samples_split': 2, 'randomforestclassifier__max_depth': None}
Score sur l'ensemble de test avec RandomizedSearchCV: 0.8756